{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8209fc12-0198-4efe-8ec1-5dad3feb0d1f",
   "metadata": {},
   "source": [
    "# 猎聘完整实践"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1b650adf-31ec-4f8e-9e3e-d4637697087b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (0.10.0)\n",
      "Requirement already satisfied: parse in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: fake-useragent in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (1.1.1)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: w3lib in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (2.1.1)\n",
      "Requirement already satisfied: requests in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (2.28.1)\n",
      "Requirement already satisfied: bs4 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: pyquery in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: certifi>=2021 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (2022.12.7)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.14)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (4.65.0)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: beautifulsoup4 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from fake-useragent->requests-html) (5.2.0)\n",
      "Requirement already satisfied: lxml>=2.1 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyquery->requests-html) (4.9.1)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests->requests-html) (3.4)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: zipp>=0.5 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.11.0)\n",
      "Requirement already satisfied: soupsieve>1.2 in /Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages (from beautifulsoup4->bs4->requests-html) (2.3.2.post1)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dca74766-69ef-4a11-9851-8d709d95758f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入模块\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd\n",
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97bf84f6-7b5c-4a35-ad37-d9825c1de55a",
   "metadata": {},
   "source": [
    "# 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "354634f2-c614-4a29-9f49-da7726d8e7fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2256376837%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'dataParams': '{\"jobId\":\"56376837\",\"jobKind\":\"2\",\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"imUserType\":\"2\",\"recruiterName\":\"王先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}', 'job': {'labels': [], 'jobId': '56376837', 'salary': '15-30k·15薪', 'title': 'C端高级产品经理(J10043)', 'jobKind': '2', 'refreshTime': '20230621091013', 'dq': '广州', 'topJob': True, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956376837.shtml', 'advViewFlag': True, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}, 'recruiter': {'recruiterId': '4e54ac2e3b974628242a21c338b47b91', 'chatted': False, 'imId': '52c4365602551576abcb385e72bd8d3d', 'imUserType': '2', 'recruiterName': '王先生', 'recruiterTitle': '人力资源伙伴(HRBP)', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'comp': {'compIndustry': '基金/证券/期货', 'compScale': '100-499人', 'compId': 9954019, 'compName': '盈米基金', 'compStage': 'B轮', 'compLogo': '5e38f3e729d83a67544619cd08u.jpg', 'link': 'https://www.liepin.com/company/9954019/'}}, {'dataInfo': 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'大专', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'}, 'recruiter': {'recruiterId': 'dabc492e5cee942eda33e09d1e97f821', 'chatted': False, 'imId': '6f058014d3ef83122982e990dc084411', 'imUserType': '2', 'recruiterName': '谢女士', 'recruiterTitle': '连接器工程师', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compIndustry': '电子/半导体/集成电路', 'compScale': '10000人以上', 'compId': 7892168, 'compName': '得意电子', 'compLogo': '5bfe982174719df0ac995ebc03a.png', 'link': 'https://www.liepin.com/company/7892168/'}}, {'dataInfo': 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'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'}, 'recruiter': {'recruiterId': '32232aca46ec9ae7890a5a15a8902e2f', 'chatted': False, 'imId': 'a77e3547cf3d67c4ac4acac916df0e35', 'imUserType': '2', 'recruiterName': '李女士', 'recruiterTitle': 'HR', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compIndustry': '办公用品/设备', 'compScale': '500-999人', 'compId': 8094471, 'compName': '辉柏嘉(中国)', 'compLogo': '5fdc38169b3439706a19fd5901u.png', 'link': 'https://www.liepin.com/company/8094471/'}}, {'dataInfo': 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'link': 'https://www.liepin.com/job/1950965433.shtml', 'advViewFlag': False, 'requireEduLevel': '硕士', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'}, 'recruiter': {'recruiterId': '14799e1bef289c70aa9b550257de7ea8', 'chatted': False, 'imId': '0ce6f53a162e27cc9427b88c78d2ff1f', 'imUserType': '2', 'recruiterName': '吴女士', 'recruiterTitle': 'HR Officer', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compIndustry': '贸易/进出口', 'compScale': '50-99人', 'compId': 8112968, 'compName': '仙婷集团', 'compLogo': '6274ee6d04a5ff469b10880402u.png', 'link': 'https://www.liepin.com/company/8112968/'}}, {'dataInfo': 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'requireEduLevel': '本科', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=4'}, 'recruiter': {'recruiterId': '74207202b9a1882cbe061eb681f898fc', 'chatted': False, 'imId': 'c161b9ea744ffb27d0e00b26797bdaff', 'imUserType': '2', 'recruiterName': '樊女士', 'recruiterTitle': 'HRM', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compIndustry': 'IT服务', 'compScale': '100-499人', 'compId': 13315477, 'compName': '广州市新目标电子商务有限公司', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'link': 'https://www.liepin.com/company/13315477/'}}, {'dataInfo': 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'%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2245327891%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'dataParams': '{\"jobId\":\"45327891\",\"jobKind\":\"1\",\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"imId\":\"73f267275bfde46ce68ea511f8a9efc5\",\"imUserType\":\"2\",\"recruiterName\":\"唐女士\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\"}', 'job': {'labels': [], 'jobId': '45327891', 'salary': '30-50k·14薪', 'title': '硬件产品经理', 'jobKind': '1', 'refreshTime': '20230425143147', 'dq': '广州-海珠区', 'topJob': False, 'link': 'https://www.liepin.com/a/45327891.shtml', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'}, 'recruiter': {'recruiterId': '1d96d00cfe919fa26a1adf5987777a35', 'chatted': False, 'imId': '73f267275bfde46ce68ea511f8a9efc5', 'imUserType': '2', 'recruiterName': '唐女士', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png'}, 'comp': {'compIndustry': '电气机械/器材', 'compScale': '1-49人', 'compName': '某广州电气机械/器材公司', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': ''}}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2248905275%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'dataParams': '{\"jobId\":\"48905275\",\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"recruiterName\":\"唐女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'job': {'labels': ['产品优化', '二次元在研', '项目管理'], 'jobId': '48905275', 'salary': '20-28k·13薪', 'title': '项目发行PM（二次元） (MJ000855)', 'jobKind': '2', 'refreshTime': '20220928174530', 'dq': '广州-天河区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1948905275.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'}, 'recruiter': {'recruiterId': '69bf0604ae10eb243f03c06e2c7db374', 'chatted': False, 'imId': '9e5b45289ab5581e337193710fe42056', 'imUserType': '2', 'recruiterName': '唐女士', 'recruiterTitle': '', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compIndustry': '游戏', 'compScale': '500-999人', 'compId': 803274, 'compName': '广州百田', 'compStage': '已上市', 'compLogo': '5ff42565bebf7311a41e860005u.png', 'link': 'https://www.liepin.com/company/803274/'}}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2225415919%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'dataParams': '{\"jobId\":\"25415919\",\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'job': {'labels': [], 'jobId': '25415919', 'salary': '薪资面议', 'title': '活动PM', 'jobKind': '2', 'refreshTime': '20210615114605', 'dq': '广州', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1925415919.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'recruiter': {'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compIndustry': 'IT服务', 'compScale': '2000-5000人', 'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'link': 'https://www.liepin.com/company/6629285/'}}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2223154709%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'dataParams': '{\"jobId\":\"23154709\",\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'job': {'labels': [], 'jobId': '23154709', 'salary': '薪资面议', 'title': '数字营销PM', 'jobKind': '2', 'refreshTime': '20200728103437', 'dq': '广州-天河区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1923154709.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compIndustry': 'IT服务', 'compScale': '2000-5000人', 'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'link': 'https://www.liepin.com/company/6629285/'}}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2231935443%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'dataParams': '{\"jobId\":\"31935443\",\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterName\":\"邱女士\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\"}', 'job': {'labels': ['数据分析'], 'jobId': '31935443', 'salary': '15-30k·13薪', 'title': '游戏PM', 'jobKind': '2', 'refreshTime': '20200921191755', 'dq': '广州-海珠区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1931935443.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'recruiterId': '2b6b0643bf65c612313162312f0bffed', 'chatted': False, 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg'}, 'comp': {'compIndustry': '游戏', 'compScale': '1000-2000人', 'compId': 8307104, 'compName': '英雄互娱科技股份有限公司', 'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'link': 'https://www.liepin.com/company/8307104/'}}]}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalCounts': 804, 'totalPage': 10, 'currentPage': 0, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# 创建会话\n",
    "session = HTMLSession()\n",
    "\n",
    "# 设置头部\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; __uuid=1584720302654.34; __s_bid=a26d8b9a8e1edb54411a7fc5d0d0e86b5c12; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; gr_user_id=cc01cfe9-0ca1-4b46-932e-20f32cb1d137; bad1b2d9162fab1f80dde1897f7a2972_gr_last_sent_cs1=95507c72a8d5ae141a667e00ad0d9493; grwng_uid=3caba278-4f4d-421f-a620-8830838aaf88; bad1b2d9162fab1f80dde1897f7a2972_gr_cs1=95507c72a8d5ae141a667e00ad0d9493; __gc_id=618b12250eb34e66be1370cd7c1b9759; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imId=c5f9b89f8466dffe6882ca1e5431db9c; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; XSRF-TOKEN=0yc5jqIsRu-dHbG5DBHQJA; __tlog=1682055084362.65%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680845196,1682055085; acw_tc=276077c516820550846285137e610835f2f6e96849de49fb72887d08ba5f33; _ga=GA1.1.2100928607.1682055085; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=vu5fM3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhkElyJsULN7j8Ne37yHNM4koUwGqnl4CyvOW92GECSuVcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; inited_user=daf7251f92024e8969feb28b0e9ad34c; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682055084.1.1.1682055319.0.0.0; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682055319',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# post请求\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers, verify=False)\n",
    "\n",
    "# 提取json\n",
    "response_data = r.json()\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9954b0f3-687b-4655-9c10-62ac40296875",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"56376837\",\"jobKind\":\"2\",\"userId\":\"4e...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56376837</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>2</td>\n",
       "      <td>20230621091013</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"33787845\",\"jobKind\":\"2\",\"userId\":\"da...</td>\n",
       "      <td>[]</td>\n",
       "      <td>33787845</td>\n",
       "      <td>10-20k·14薪</td>\n",
       "      <td>项目管理PM(广州)</td>\n",
       "      <td>2</td>\n",
       "      <td>20230620093052</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>连接器工程师</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>7892168.0</td>\n",
       "      <td>得意电子</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe982174719df0ac995ebc03a.png</td>\n",
       "      <td>https://www.liepin.com/company/7892168/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"58733143\",\"jobKind\":\"2\",\"userId\":\"32...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58733143</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"jobKind\":\"2\",\"userId\":\"14...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"57679297\",\"jobKind\":\"2\",\"userId\":\"74...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57679297</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46856955\",\"jobKind\":\"1\",\"userId\":\"e2...</td>\n",
       "      <td>[中央市场产品经理经验, 区域推广经验]</td>\n",
       "      <td>46856955</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>产品经理PM（化药针剂）</td>\n",
       "      <td>1</td>\n",
       "      <td>20230623105114</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>周先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6231b0d9da1d3077a00fb14c01u.png</td>\n",
       "      <td>制药/生物工程</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大型制药集团公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"58215521\",\"jobKind\":\"2\",\"userId\":\"54...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>58215521</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"57794503\",\"jobKind\":\"2\",\"userId\":\"14...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>57794503</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>2</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"57223711\",\"jobKind\":\"2\",\"userId\":\"11...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57223711</td>\n",
       "      <td>25-40k·15薪</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230620082118</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>程先生</td>\n",
       "      <td>招聘专家</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>D轮</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"58956493\",\"jobKind\":\"2\",\"userId\":\"df...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58956493</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46215899\",\"jobKind\":\"1\",\"userId\":\"6e...</td>\n",
       "      <td>[游戏行业]</td>\n",
       "      <td>46215899</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>高级产品PM（ARPG）</td>\n",
       "      <td>1</td>\n",
       "      <td>20230608172448</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>戴先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46870615\",\"jobKind\":\"1\",\"userId\":\"69...</td>\n",
       "      <td>[产品设计, AI人工智能产品]</td>\n",
       "      <td>46870615</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>AI营销产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230609172939</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>郭女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>628e2c897f51e2499cd1bfbf04u.jpg</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州广告/公关/会展上市公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"56876529\",\"jobKind\":\"2\",\"userId\":\"57...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56876529</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230623110418</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"57513943\",\"jobKind\":\"2\",\"userId\":\"cc...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57513943</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230619115334</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"59317515\",\"jobKind\":\"2\",\"userId\":\"f0...</td>\n",
       "      <td>[]</td>\n",
       "      <td>59317515</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>AIGC营销产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230614105714</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源副经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9146475.0</td>\n",
       "      <td>广东因赛品牌营销集团股份有限公司</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfe9d9f74719d2aa34b6af203a.png</td>\n",
       "      <td>https://www.liepin.com/company/9146475/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"56295007\",\"jobKind\":\"2\",\"userId\":\"ed...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56295007</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>2</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"30477665\",\"jobKind\":\"2\",\"userId\":\"8d...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>30477665</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230616173005</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>Keli Tang</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"45187159\",\"jobKind\":\"1\",\"userId\":\"37...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>45187159</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>1</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"58870277\",\"jobKind\":\"2\",\"userId\":\"1b...</td>\n",
       "      <td>[产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]</td>\n",
       "      <td>58870277</td>\n",
       "      <td>18-30k</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230607171157</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HRBP经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"44978805\",\"jobKind\":\"1\",\"userId\":\"ec...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44978805</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>林先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"35923437\",\"jobKind\":\"2\",\"userId\":\"7f...</td>\n",
       "      <td>[]</td>\n",
       "      <td>35923437</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>2</td>\n",
       "      <td>20230602115342</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"43037645\",\"jobKind\":\"2\",\"userId\":\"80...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43037645</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>112</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"50466807\",\"jobKind\":\"2\",\"userId\":\"34...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>50466807</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>2</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"55829685\",\"jobKind\":\"2\",\"userId\":\"30...</td>\n",
       "      <td>[]</td>\n",
       "      <td>55829685</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>2</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>林女士</td>\n",
       "      <td>人力资源业务合作伙伴</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46777103\",\"jobKind\":\"1\",\"userId\":\"ac...</td>\n",
       "      <td>[医院器械]</td>\n",
       "      <td>46777103</td>\n",
       "      <td>30-40k·15薪</td>\n",
       "      <td>市场经理/产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230607104618</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>卿女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>62a84fdfe9fa0e1ff408683002u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某北京医疗器械上市公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"57157157\",\"jobKind\":\"2\",\"userId\":\"22...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>57157157</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"58584023\",\"jobKind\":\"2\",\"userId\":\"cc...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58584023</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>Senior Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230619115334</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"59110045\",\"jobKind\":\"2\",\"userId\":\"86...</td>\n",
       "      <td>[]</td>\n",
       "      <td>59110045</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>百度云工业AI质检业务运营产品经理(J58857)</td>\n",
       "      <td>2</td>\n",
       "      <td>20230606111659</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>贾女士</td>\n",
       "      <td>recruiter</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>884492.0</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5bfe93af74719d9f609aaaef03a.png</td>\n",
       "      <td>https://www.liepin.com/company/884492/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"55992453\",\"jobKind\":\"2\",\"userId\":\"71...</td>\n",
       "      <td>[]</td>\n",
       "      <td>55992453</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"jobKind\":\"1\",\"userId\":\"47...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>1</td>\n",
       "      <td>20230621104001</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46414125\",\"jobKind\":\"1\",\"userId\":\"2c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46414125</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>1</td>\n",
       "      <td>20230524161531</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6400c9110fa75b6cd95be96806u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型日化公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46659839\",\"jobKind\":\"1\",\"userId\":\"0c...</td>\n",
       "      <td>[游戏产品, MMO游戏]</td>\n",
       "      <td>46659839</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>游戏高级美术PM（大厂正编）</td>\n",
       "      <td>1</td>\n",
       "      <td>20230602143605</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>637c93b834e8df2c1c647b1602u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"46869011\",\"jobKind\":\"1\",\"userId\":\"05...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46869011</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230609165939</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>宗先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>648182a39830432e905baf2d04u.png</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某天津电气机械/器材公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"57403583\",\"jobKind\":\"2\",\"userId\":\"77...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57403583</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>2</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"59115121\",\"jobKind\":\"2\",\"userId\":\"0f...</td>\n",
       "      <td>[]</td>\n",
       "      <td>59115121</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>微生物检测产品经理（制药行业/双休）</td>\n",
       "      <td>2</td>\n",
       "      <td>20230606134705</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"45327891\",\"jobKind\":\"1\",\"userId\":\"1d...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45327891</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"48905275\",\"jobKind\":\"2\",\"userId\":\"69...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>48905275</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>2</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"25415919\",\"jobKind\":\"2\",\"userId\":\"e8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>25415919</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>2</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"23154709\",\"jobKind\":\"2\",\"userId\":\"e8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>23154709</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>2</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...</td>\n",
       "      <td>{\"jobId\":\"31935443\",\"jobKind\":\"2\",\"userId\":\"2b...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>31935443</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>2</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"56376837\",\"jobKind\":\"2\",\"userId\":\"4e...   \n",
       "1   {\"jobId\":\"33787845\",\"jobKind\":\"2\",\"userId\":\"da...   \n",
       "2   {\"jobId\":\"58733143\",\"jobKind\":\"2\",\"userId\":\"32...   \n",
       "3   {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"userId\":\"14...   \n",
       "4   {\"jobId\":\"57679297\",\"jobKind\":\"2\",\"userId\":\"74...   \n",
       "5   {\"jobId\":\"46856955\",\"jobKind\":\"1\",\"userId\":\"e2...   \n",
       "6   {\"jobId\":\"58215521\",\"jobKind\":\"2\",\"userId\":\"54...   \n",
       "7   {\"jobId\":\"57794503\",\"jobKind\":\"2\",\"userId\":\"14...   \n",
       "8   {\"jobId\":\"57223711\",\"jobKind\":\"2\",\"userId\":\"11...   \n",
       "9   {\"jobId\":\"58956493\",\"jobKind\":\"2\",\"userId\":\"df...   \n",
       "10  {\"jobId\":\"46215899\",\"jobKind\":\"1\",\"userId\":\"6e...   \n",
       "11  {\"jobId\":\"46870615\",\"jobKind\":\"1\",\"userId\":\"69...   \n",
       "12  {\"jobId\":\"56876529\",\"jobKind\":\"2\",\"userId\":\"57...   \n",
       "13  {\"jobId\":\"57513943\",\"jobKind\":\"2\",\"userId\":\"cc...   \n",
       "14  {\"jobId\":\"59317515\",\"jobKind\":\"2\",\"userId\":\"f0...   \n",
       "15  {\"jobId\":\"56295007\",\"jobKind\":\"2\",\"userId\":\"ed...   \n",
       "16  {\"jobId\":\"30477665\",\"jobKind\":\"2\",\"userId\":\"8d...   \n",
       "17  {\"jobId\":\"45187159\",\"jobKind\":\"1\",\"userId\":\"37...   \n",
       "18  {\"jobId\":\"58870277\",\"jobKind\":\"2\",\"userId\":\"1b...   \n",
       "19  {\"jobId\":\"44978805\",\"jobKind\":\"1\",\"userId\":\"ec...   \n",
       "20  {\"jobId\":\"35923437\",\"jobKind\":\"2\",\"userId\":\"7f...   \n",
       "21  {\"jobId\":\"43037645\",\"jobKind\":\"2\",\"userId\":\"80...   \n",
       "22  {\"jobId\":\"50466807\",\"jobKind\":\"2\",\"userId\":\"34...   \n",
       "23  {\"jobId\":\"55829685\",\"jobKind\":\"2\",\"userId\":\"30...   \n",
       "24  {\"jobId\":\"46777103\",\"jobKind\":\"1\",\"userId\":\"ac...   \n",
       "25  {\"jobId\":\"57157157\",\"jobKind\":\"2\",\"userId\":\"22...   \n",
       "26  {\"jobId\":\"58584023\",\"jobKind\":\"2\",\"userId\":\"cc...   \n",
       "27  {\"jobId\":\"59110045\",\"jobKind\":\"2\",\"userId\":\"86...   \n",
       "28  {\"jobId\":\"55992453\",\"jobKind\":\"2\",\"userId\":\"71...   \n",
       "29  {\"jobId\":\"45177357\",\"jobKind\":\"1\",\"userId\":\"47...   \n",
       "30  {\"jobId\":\"46414125\",\"jobKind\":\"1\",\"userId\":\"2c...   \n",
       "31  {\"jobId\":\"46659839\",\"jobKind\":\"1\",\"userId\":\"0c...   \n",
       "32  {\"jobId\":\"46869011\",\"jobKind\":\"1\",\"userId\":\"05...   \n",
       "33  {\"jobId\":\"57403583\",\"jobKind\":\"2\",\"userId\":\"77...   \n",
       "34  {\"jobId\":\"59115121\",\"jobKind\":\"2\",\"userId\":\"0f...   \n",
       "35  {\"jobId\":\"45327891\",\"jobKind\":\"1\",\"userId\":\"1d...   \n",
       "36  {\"jobId\":\"48905275\",\"jobKind\":\"2\",\"userId\":\"69...   \n",
       "37  {\"jobId\":\"25415919\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       "38  {\"jobId\":\"23154709\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       "39  {\"jobId\":\"31935443\",\"jobKind\":\"2\",\"userId\":\"2b...   \n",
       "\n",
       "                                           job.labels job.jobId  job.salary  \\\n",
       "0                                                  []  56376837  15-30k·15薪   \n",
       "1                                                  []  33787845  10-20k·14薪   \n",
       "2                                                  []  58733143        薪资面议   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433        薪资面议   \n",
       "4                                                  []  57679297      20-25k   \n",
       "5                                [中央市场产品经理经验, 区域推广经验]  46856955  25-30k·14薪   \n",
       "6                                            [神外, 医生]  58215521  12-15k·15薪   \n",
       "7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503        薪资面议   \n",
       "8                                                  []  57223711  25-40k·15薪   \n",
       "9                                                  []  58956493  18-25k·14薪   \n",
       "10                                             [游戏行业]  46215899  20-35k·14薪   \n",
       "11                                   [产品设计, AI人工智能产品]  46870615      12-24k   \n",
       "12                                                 []  56876529  20-40k·13薪   \n",
       "13                                                 []  57513943  15-25k·13薪   \n",
       "14                                                 []  59317515      20-35k   \n",
       "15                                                 []  56295007       6-10k   \n",
       "16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665  18-40k·14薪   \n",
       "17                                   [化妆品, 消费品, 产品开发]  45187159  18-30k·13薪   \n",
       "18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277      18-30k   \n",
       "19                                                 []  44978805  20-40k·15薪   \n",
       "20                                                 []  35923437      12-30k   \n",
       "21                                                 []  43037645        薪资面议   \n",
       "22                                 [商品管理, 产品企划, 商品运营]  50466807  14-28k·16薪   \n",
       "23                                                 []  55829685      15-25k   \n",
       "24                                             [医院器械]  46777103  30-40k·15薪   \n",
       "25                                             [泌尿外科]  57157157  25-30k·14薪   \n",
       "26                                                 []  58584023  20-30k·13薪   \n",
       "27                                                 []  59110045  20-40k·16薪   \n",
       "28                                                 []  55992453      15-25k   \n",
       "29                                 [市场营销, 产品管理, 产品开发]  45177357      25-30k   \n",
       "30                                                 []  46414125  30-50k·14薪   \n",
       "31                                      [游戏产品, MMO游戏]  46659839  20-35k·16薪   \n",
       "32                                                 []  46869011  20-25k·16薪   \n",
       "33                                                 []  57403583      11-22k   \n",
       "34                                                 []  59115121  15-20k·16薪   \n",
       "35                                                 []  45327891  30-50k·14薪   \n",
       "36                                [产品优化, 二次元在研, 项目管理]  48905275  20-28k·13薪   \n",
       "37                                                 []  25415919        薪资面议   \n",
       "38                                                 []  23154709        薪资面议   \n",
       "39                                             [数据分析]  31935443  15-30k·13薪   \n",
       "\n",
       "                                       job.title job.jobKind job.refreshTime  \\\n",
       "0                               C端高级产品经理(J10043)           2  20230621091013   \n",
       "1                                     项目管理PM(广州)           2  20230620093052   \n",
       "2                                           产品经理           2  20230619103414   \n",
       "3                    产品经理（化妆品原料）/Product Manager           2  20230621113158   \n",
       "4                            产品经理Product Manager           2  20230410215438   \n",
       "5                                   产品经理PM（化药针剂）           1  20230623105114   \n",
       "6                 神外产品销售经理 Product Sales Manager           2  20230428143658   \n",
       "7                              助理产品经理（化妆品原料）/APM           2  20230621113158   \n",
       "8                                   自动驾驶（硬件）产品经理           2  20230620082118   \n",
       "9                      Product Marketing Manager           2  20230616103702   \n",
       "10                                  高级产品PM（ARPG）           1  20230608172448   \n",
       "11                                      AI营销产品经理           1  20230609172939   \n",
       "12                    Automation Product Manager           2  20230623110418   \n",
       "13   Assistant Product Manager / Product Manager           2  20230619115334   \n",
       "14                                    AIGC营销产品经理           2  20230614105714   \n",
       "15                                 产品经理（企业数字化转型）           2  20230221094711   \n",
       "16                                          产品经理           2  20230616173005   \n",
       "17  Assistant Product Manager / Product Manager            1  20230411142619   \n",
       "18                                        产品策划经理           2  20230607171157   \n",
       "19                          eWMS Product Manager           1  20230413114524   \n",
       "20                                  产品经理（工业消洗产品）           2  20230602115342   \n",
       "21                                        数码产品经理           2  20210913204744   \n",
       "22                         产品经理-产品企划（鞋类）(J13091)           2  20221116184947   \n",
       "23                             产品经理-产品企划(J13606)           2  20230206112123   \n",
       "24                                     市场经理/产品经理           1  20230607104618   \n",
       "25                                        医药产品经理           2  20230321153342   \n",
       "26                        Senior Product Manager           2  20230619115334   \n",
       "27                     百度云工业AI质检业务运营产品经理(J58857)           2  20230606111659   \n",
       "28                                        产品策划经理           2  20230520104442   \n",
       "29                              Product Manager            1  20230621104001   \n",
       "30                          eWMS Product Manager           1  20230524161531   \n",
       "31                                游戏高级美术PM（大厂正编）           1  20230602143605   \n",
       "32                                          产品经理           1  20230609165939   \n",
       "33                        CRM实施顾问&项目经理PM(J12971)           2  20230329180701   \n",
       "34                            微生物检测产品经理（制药行业/双休）           2  20230606134705   \n",
       "35                                        硬件产品经理           1  20230425143147   \n",
       "36                        项目发行PM（二次元） (MJ000855)           2  20220928174530   \n",
       "37                                          活动PM           2  20210615114605   \n",
       "38                                        数字营销PM           2  20200728103437   \n",
       "39                                          游戏PM           2  20200921191755   \n",
       "\n",
       "    job.dq  job.topJob  ... recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0       广州        True  ...                     王先生             人力资源伙伴(HRBP)   \n",
       "1   广州-南沙区        True  ...                     谢女士                   连接器工程师   \n",
       "2       广州        True  ...                     李女士                       HR   \n",
       "3   广州-天河区       False  ...                     吴女士               HR Officer   \n",
       "4   广州-番禺区       False  ...                     樊女士                      HRM   \n",
       "5       广州       False  ...                     周先生                     猎头顾问   \n",
       "6   广州-越秀区       False  ...                     张先生                   人力资源专员   \n",
       "7   广州-天河区       False  ...                     吴女士               HR Officer   \n",
       "8       广州       False  ...                     程先生                     招聘专家   \n",
       "9   广州-天河区       False  ...                     黄女士                       HR   \n",
       "10  广州-天河区       False  ...                     戴先生                     猎头顾问   \n",
       "11      广州       False  ...                     郭女士                     猎头顾问   \n",
       "12  广州-天河区       False  ...                     王女士                   人力资源专员   \n",
       "13  广州-天河区       False  ...                     谢女士                   人力资源经理   \n",
       "14  广州-番禺区       False  ...                     王女士                  人力资源副经理   \n",
       "15  广州-天河区       False  ...                     黎先生                     招聘主管   \n",
       "16  广州-越秀区       False  ...               Keli Tang                     HRBP   \n",
       "17      广州       False  ...                     宋女士                     猎头顾问   \n",
       "18  广州-白云区       False  ...                     黄女士                   HRBP经理   \n",
       "19      广州       False  ...                     林先生                     猎头顾问   \n",
       "20      广州       False  ...                     陈女士                       HR   \n",
       "21      广州       False  ...                     张先生                      112   \n",
       "22  广州-天河区       False  ...                     陈先生                            \n",
       "23  广州-天河区       False  ...                     林女士               人力资源业务合作伙伴   \n",
       "24      广州       False  ...                     卿女士                     猎头顾问   \n",
       "25  广州-越秀区       False  ...                     刘先生               高级医学信息沟通专员   \n",
       "26  广州-天河区       False  ...                     谢女士                   人力资源经理   \n",
       "27  广州-白云区       False  ...                     贾女士                recruiter   \n",
       "28  广州-白云区       False  ...                     郑先生                      HRM   \n",
       "29      广州       False  ...                     孙女士                     猎头顾问   \n",
       "30      广州       False  ...                     陈女士                     猎头顾问   \n",
       "31      广州       False  ...                     叶女士                     猎头顾问   \n",
       "32      广州       False  ...                     宗先生                     猎头顾问   \n",
       "33  广州-番禺区       False  ...                     俞女士                       HR   \n",
       "34  广州-黄埔区       False  ...                     陈女士                            \n",
       "35  广州-海珠区       False  ...                     唐女士                     猎头顾问   \n",
       "36  广州-天河区       False  ...                     唐女士                            \n",
       "37      广州       False  ...                     刘女士               Consultant   \n",
       "38  广州-天河区       False  ...                     刘女士               Consultant   \n",
       "39  广州-海珠区       False  ...                     邱女士                   人力资源管理   \n",
       "\n",
       "            recruiter.recruiterPhoto  comp.compIndustry comp.compScale  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg           基金/证券/期货       100-499人   \n",
       "1    5f8f9866dfb13a7dee342f1808u.jpg        电子/半导体/集成电路       10000人以上   \n",
       "2    5f8f986779c7cc70efbf36c008u.jpg            办公用品/设备       500-999人   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg             贸易/进出口         50-99人   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg               IT服务       100-499人   \n",
       "5    6231b0d9da1d3077a00fb14c01u.png            制药/生物工程       10000人以上   \n",
       "6    5f8f986aea60860b75384fab08u.jpg                 制药       10000人以上   \n",
       "7    5f8f98648dbe6273dcf8515508u.jpg             贸易/进出口         50-99人   \n",
       "8    63a46574fd38b10039f0b94b05u.png               人工智能       100-499人   \n",
       "9    5f8f9865ea60860b75384fa508u.jpg              批发/零售       500-999人   \n",
       "10   5f8fa3a6f6d1ab58476f322808u.png              计算机软件       10000人以上   \n",
       "11   628e2c897f51e2499cd1bfbf04u.jpg           广告/公关/会展       100-499人   \n",
       "12   5f8f98648dbe6273dcf8515508u.jpg               医疗器械    5000-10000人   \n",
       "13   5f8f9863f6d1ab58476f246a08u.jpg                 日化       500-999人   \n",
       "14   5f8f9863f6d1ab58476f246a08u.jpg           广告/公关/会展       100-499人   \n",
       "15   5f8f9868f6d1ab58476f24a008u.jpg               通信设备    5000-10000人   \n",
       "16   5f8f9865ea60860b75384fa508u.jpg             专业技术服务          1-49人   \n",
       "17   6100c9081d756a75997a266703u.jpg                 日化     2000-5000人   \n",
       "18   5f8f9863f6d1ab58476f246a08u.jpg                互联网     1000-2000人   \n",
       "19   62f7aab56555120790d6013103u.png           食品/饮料/酒水       10000人以上   \n",
       "20   5f8f9863f6d1ab58476f246a08u.jpg                 制药       100-499人   \n",
       "21   5f8f986aea60860b75384fab08u.jpg              计算机软件     2000-5000人   \n",
       "22   5f8f9868f6d1ab58476f24a008u.jpg           服装/纺织/皮革     2000-5000人   \n",
       "23   5f8f98648dbe6273dcf8515508u.jpg           服装/纺织/皮革     2000-5000人   \n",
       "24   62a84fdfe9fa0e1ff408683002u.png               医疗器械       500-999人   \n",
       "25   5f8f986aea60860b75384fab08u.jpg                 制药     2000-5000人   \n",
       "26   5f8f9863f6d1ab58476f246a08u.jpg                 日化       500-999人   \n",
       "27   5f8f9866dfb13a7dee342f1808u.jpg                互联网       10000人以上   \n",
       "28   5f8f9868f6d1ab58476f24a008u.jpg                互联网     1000-2000人   \n",
       "29  6321be3095ee1c04143439eb01u.jpeg                 日化     2000-5000人   \n",
       "30   6400c9110fa75b6cd95be96806u.png                 日化       10000人以上   \n",
       "31   637c93b834e8df2c1c647b1602u.png              计算机软件       10000人以上   \n",
       "32   648182a39830432e905baf2d04u.png            电气机械/器材       100-499人   \n",
       "33   601baaab60c8320221e3c1d902u.png                互联网       10000人以上   \n",
       "34   5f8f98648dbe6273dcf8515508u.jpg                 制药       100-499人   \n",
       "35   5f8fa3bddfb13a7dee343d7608u.png            电气机械/器材          1-49人   \n",
       "36   5f8f986779c7cc70efbf36c008u.jpg                 游戏       500-999人   \n",
       "37   5f8f9863f6d1ab58476f246a08u.jpg               IT服务     2000-5000人   \n",
       "38   5f8f9863f6d1ab58476f246a08u.jpg               IT服务     2000-5000人   \n",
       "39   62903e4ce4c190153f6f304c06u.jpg                 游戏     1000-2000人   \n",
       "\n",
       "   comp.compId     comp.compName comp.compStage  \\\n",
       "0    9954019.0              盈米基金             B轮   \n",
       "1    7892168.0              得意电子            NaN   \n",
       "2    8094471.0           辉柏嘉(中国)            NaN   \n",
       "3    8112968.0              仙婷集团            NaN   \n",
       "4   13315477.0    广州市新目标电子商务有限公司            NaN   \n",
       "5          NaN          大型制药集团公司            已上市   \n",
       "6    7023768.0            复星医药集团            已上市   \n",
       "7    8112968.0              仙婷集团            NaN   \n",
       "8    9491766.0        文远知行WeRide             D轮   \n",
       "9    7977404.0    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       "10         NaN      某广州大型计算机软件公司          融资未公开   \n",
       "11         NaN   某广州广告/公关/会展上市公司            已上市   \n",
       "12   8506529.0               丹纳赫            NaN   \n",
       "13   2061455.0              曼秀雷敦            NaN   \n",
       "14   9146475.0  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       "15   7863327.0              润建股份         沪深A股上市   \n",
       "16   9283329.0      即能科技(广州)有限公司            NaN   \n",
       "17         NaN         某国内大型日化公司          融资未公开   \n",
       "18   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       "19         NaN   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       "20   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       "21   2664546.0              汇丰软件             其他   \n",
       "22  13032765.0             斯凯奇中国            NaN   \n",
       "23  13032765.0             斯凯奇中国            NaN   \n",
       "24         NaN       某北京医疗器械上市公司            已上市   \n",
       "25   8275623.0              康方生物           港股上市   \n",
       "26   2061455.0              曼秀雷敦            NaN   \n",
       "27    884492.0             Baidu           美股上市   \n",
       "28   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       "29         NaN        某国内大型快消品公司          融资未公开   \n",
       "30         NaN         某广州大型日化公司          融资未公开   \n",
       "31         NaN      某广州大型计算机软件公司          融资未公开   \n",
       "32         NaN      某天津电气机械/器材公司          融资未公开   \n",
       "33   8361671.0    上海汉得信息技术股份有限公司            已上市   \n",
       "34   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       "35         NaN      某广州电气机械/器材公司            NaN   \n",
       "36    803274.0              广州百田            已上市   \n",
       "37   6629285.0         恩梯梯数据(中国)            NaN   \n",
       "38   6629285.0         恩梯梯数据(中国)            NaN   \n",
       "39   8307104.0      英雄互娱科技股份有限公司          科创板上市   \n",
       "\n",
       "                      comp.compLogo                                 comp.link  \n",
       "0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       "1   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       "2   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       "3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       "4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       "5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       "7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       "8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       "9   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       "10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       "13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       "14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       "15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       "16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       "17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       "19  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       "21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       "22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       "23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       "24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       "26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       "27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       "28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       "29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "32  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       "34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       "35  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       "36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       "37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       "38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       "39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d6c99af-e437-4102-a58b-72fd8a028611",
   "metadata": {},
   "source": [
    "# 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f001467f-f69f-42fa-be54-6d8f2a4e55d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "69bf4653-2590-43c7-a380-020a77bb7529",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26065784-a0be-4e53-ad4b-8fc3e5a8e57c",
   "metadata": {},
   "source": [
    "# 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5ac9214f-056a-4cb8-894a-a360318d60b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "/Users/liudoudou/opt/anaconda3/envs/test_env/lib/python3.8/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
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       " 39  %7B%22jobId%22%3A%2231935443%22%2C%22d_curPage...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...   \n",
       " 1   {\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...   \n",
       " 2   {\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       " 4   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       " 5   {\"jobId\":\"46856955\",\"userId\":\"e2bbf25c0098de6f...   \n",
       " 6   {\"jobId\":\"58215521\",\"userId\":\"5445ba45a2189a2b...   \n",
       " 7   {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...   \n",
       " 8   {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...   \n",
       " 9   {\"jobId\":\"33787845\",\"userId\":\"dabc492e5cee942e...   \n",
       " 10  {\"jobId\":\"46215899\",\"userId\":\"6ead9a9d40a95e15...   \n",
       " 11  {\"jobId\":\"46870615\",\"userId\":\"69b90c10c8cbeac8...   \n",
       " 12  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...   \n",
       " 13  {\"jobId\":\"57513943\",\"userId\":\"ccfed7449a759b2c...   \n",
       " 14  {\"jobId\":\"59317515\",\"userId\":\"f0d591207ba759db...   \n",
       " 15  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...   \n",
       " 16  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...   \n",
       " 17  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...   \n",
       " 18  {\"jobId\":\"58870277\",\"userId\":\"1b2d3c696b09ca69...   \n",
       " 19  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   \n",
       " 20  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...   \n",
       " 21  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...   \n",
       " 22  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...   \n",
       " 23  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...   \n",
       " 24  {\"jobId\":\"46777103\",\"userId\":\"aca7c12a2f1b1047...   \n",
       " 25  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...   \n",
       " 26  {\"jobId\":\"58584023\",\"userId\":\"ccfed7449a759b2c...   \n",
       " 27  {\"jobId\":\"59110045\",\"userId\":\"869f1f21925b089f...   \n",
       " 28  {\"jobId\":\"55992453\",\"userId\":\"71e39b9fa38c7913...   \n",
       " 29  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...   \n",
       " 30  {\"jobId\":\"46414125\",\"userId\":\"2c100205c7eb2c02...   \n",
       " 31  {\"jobId\":\"46659839\",\"userId\":\"0cb2b2501029d509...   \n",
       " 32  {\"jobId\":\"46869011\",\"userId\":\"056815c015a3c3b4...   \n",
       " 33  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...   \n",
       " 34  {\"jobId\":\"59115121\",\"userId\":\"0f80a6460fa3a5f3...   \n",
       " 35  {\"jobId\":\"45327891\",\"userId\":\"1d96d00cfe919fa2...   \n",
       " 36  {\"jobId\":\"48905275\",\"userId\":\"69bf0604ae10eb24...   \n",
       " 37  {\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 38  {\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 39  {\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837   \n",
       " 1                                                  []  58733143   \n",
       " 2                                                  []  58956493   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  46856955   \n",
       " 6                                            [神外, 医生]  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  57223711   \n",
       " 9                                                  []  33787845   \n",
       " 10                                             [游戏行业]  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]  46870615   \n",
       " 12                                                 []  56876529   \n",
       " 13                                                 []  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277   \n",
       " 19                                             [to C]  44978805   \n",
       " 20                                                 []  35923437   \n",
       " 21                                                 []  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 23                                                 []  55829685   \n",
       " 24                                             [医院器械]  46777103   \n",
       " 25                                             [泌尿外科]  57157157   \n",
       " 26                                                 []  58584023   \n",
       " 27                                                 []  59110045   \n",
       " 28                                             [品牌策划]  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 30                                             [to C]  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]  46659839   \n",
       " 32                                                 []  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121   \n",
       " 35                                                 []  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                                                 []  23154709   \n",
       " 39                                             [数据分析]  31935443   \n",
       " \n",
       "                                        job.title job.jobKind  job.salary  \\\n",
       " 0                               C端高级产品经理(J10043)           2  15-30k·15薪   \n",
       " 1                                           产品经理           2        薪资面议   \n",
       " 2                      Product Marketing Manager           2  18-25k·14薪   \n",
       " 3                    产品经理（化妆品原料）/Product Manager           2        薪资面议   \n",
       " 4                            产品经理Product Manager           2      20-25k   \n",
       " 5                                   产品经理PM（化药针剂）           1  25-30k·14薪   \n",
       " 6                 神外产品销售经理 Product Sales Manager           2  12-15k·15薪   \n",
       " 7                              助理产品经理（化妆品原料）/APM           2        薪资面议   \n",
       " 8                                   自动驾驶（硬件）产品经理           2  25-40k·15薪   \n",
       " 9                                     项目管理PM(广州)           2  10-20k·14薪   \n",
       " 10                                  高级产品PM（ARPG）           1  20-35k·14薪   \n",
       " 11                                      AI营销产品经理           1      12-24k   \n",
       " 12                    Automation Product Manager           2  20-40k·13薪   \n",
       " 13   Assistant Product Manager / Product Manager           2  15-25k·13薪   \n",
       " 14                                    AIGC营销产品经理           2      20-35k   \n",
       " 15                                 产品经理（企业数字化转型）           2       6-10k   \n",
       " 16                                          产品经理           2  18-40k·14薪   \n",
       " 17  Assistant Product Manager / Product Manager            1  18-30k·13薪   \n",
       " 18                                        产品策划经理           2      18-30k   \n",
       " 19                          eWMS Product Manager           1  20-40k·15薪   \n",
       " 20                                  产品经理（工业消洗产品）           2      12-30k   \n",
       " 21                                        数码产品经理           2        薪资面议   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)           2  14-28k·16薪   \n",
       " 23                             产品经理-产品企划(J13606)           2      15-25k   \n",
       " 24                                     市场经理/产品经理           1  30-40k·15薪   \n",
       " 25                                        医药产品经理           2  25-30k·14薪   \n",
       " 26                        Senior Product Manager           2  20-30k·13薪   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)           2  20-40k·16薪   \n",
       " 28                                        产品策划经理           2      15-25k   \n",
       " 29                              Product Manager            1      25-30k   \n",
       " 30                          eWMS Product Manager           1  30-50k·14薪   \n",
       " 31                                游戏高级美术PM（大厂正编）           1  20-35k·16薪   \n",
       " 32                                          产品经理           1  20-25k·16薪   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)           2      11-22k   \n",
       " 34                            微生物检测产品经理（制药行业/双休）           2  15-20k·16薪   \n",
       " 35                                        硬件产品经理           1  30-50k·14薪   \n",
       " 36                        项目发行PM（二次元） (MJ000855)           2  20-28k·13薪   \n",
       " 37                                          活动PM           2        薪资面议   \n",
       " 38                                        数字营销PM           2        薪资面议   \n",
       " 39                                          游戏PM           2  15-30k·13薪   \n",
       " \n",
       "     job.advViewFlag job.refreshTime  job.dq  ...  recruiter.recruiterName  \\\n",
       " 0              True  20230621091013      广州  ...                      王先生   \n",
       " 1              True  20230619103414      广州  ...                      李女士   \n",
       " 2              True  20230616103702  广州-天河区  ...                      黄女士   \n",
       " 3             False  20230621113158  广州-天河区  ...                      吴女士   \n",
       " 4             False  20230410215438  广州-番禺区  ...                      樊女士   \n",
       " 5             False  20230623105114      广州  ...                      周先生   \n",
       " 6             False  20230428143658  广州-越秀区  ...                      张先生   \n",
       " 7             False  20230621113158  广州-天河区  ...                      吴女士   \n",
       " 8             False  20230620082118      广州  ...                      程先生   \n",
       " 9             False  20230620093052  广州-南沙区  ...                      谢女士   \n",
       " 10            False  20230608172448  广州-天河区  ...                      戴先生   \n",
       " 11            False  20230609172939      广州  ...                      郭女士   \n",
       " 12            False  20230623110418  广州-天河区  ...                      王女士   \n",
       " 13            False  20230619115334  广州-天河区  ...                      谢女士   \n",
       " 14            False  20230614105714  广州-番禺区  ...                      王女士   \n",
       " 15            False  20230221094711  广州-天河区  ...                      黎先生   \n",
       " 16            False  20230616173005  广州-越秀区  ...                Keli Tang   \n",
       " 17            False  20230411142619      广州  ...                      宋女士   \n",
       " 18            False  20230607171157  广州-白云区  ...                      黄女士   \n",
       " 19            False  20230413114524      广州  ...                      林先生   \n",
       " 20            False  20230602115342      广州  ...                      陈女士   \n",
       " 21            False  20210913204744      广州  ...                      张先生   \n",
       " 22            False  20221116184947  广州-天河区  ...                      陈先生   \n",
       " 23            False  20230206112123  广州-天河区  ...                      林女士   \n",
       " 24            False  20230607104618      广州  ...                      卿女士   \n",
       " 25            False  20230321153342  广州-越秀区  ...                      刘先生   \n",
       " 26            False  20230619115334  广州-天河区  ...                      谢女士   \n",
       " 27            False  20230606111659  广州-白云区  ...                      贾女士   \n",
       " 28            False  20230520104442  广州-白云区  ...                      郑先生   \n",
       " 29            False  20230621104001      广州  ...                      孙女士   \n",
       " 30            False  20230524161531      广州  ...                      陈女士   \n",
       " 31            False  20230602143605      广州  ...                      叶女士   \n",
       " 32            False  20230609165939      广州  ...                      宗先生   \n",
       " 33            False  20230329180701  广州-番禺区  ...                      俞女士   \n",
       " 34            False  20230606134705  广州-黄埔区  ...                      陈女士   \n",
       " 35            False  20230425143147  广州-海珠区  ...                      唐女士   \n",
       " 36            False  20220928174530  广州-天河区  ...                      唐女士   \n",
       " 37            False  20210615114605      广州  ...                      刘女士   \n",
       " 38            False  20200728103437  广州-天河区  ...                      刘女士   \n",
       " 39            False  20200921191755  广州-海珠区  ...                      邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compId  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg   9954019.0   \n",
       " 1                        HR   5f8f986779c7cc70efbf36c008u.jpg   8094471.0   \n",
       " 2                        HR   5f8f9865ea60860b75384fa508u.jpg   7977404.0   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png         NaN   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg   7023768.0   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png   9491766.0   \n",
       " 9                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg   7892168.0   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png         NaN   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg         NaN   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg   8506529.0   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg   2061455.0   \n",
       " 14                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg   9146475.0   \n",
       " 15                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg   9283329.0   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg         NaN   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg   9660700.0   \n",
       " 19                     猎头顾问   62f7aab56555120790d6013103u.png         NaN   \n",
       " 20                       HR   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg   2664546.0   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg  13032765.0   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg  13032765.0   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png         NaN   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg   8275623.0   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg   2061455.0   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg    884492.0   \n",
       " 28                      HRM   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0   \n",
       " 29                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg         NaN   \n",
       " 30                     猎头顾问   6400c9110fa75b6cd95be96806u.png         NaN   \n",
       " 31                     猎头顾问   637c93b834e8df2c1c647b1602u.png         NaN   \n",
       " 32                     猎头顾问   648182a39830432e905baf2d04u.png         NaN   \n",
       " 33                       HR   601baaab60c8320221e3c1d902u.png   8361671.0   \n",
       " 34                            5f8f98648dbe6273dcf8515508u.jpg   7932064.0   \n",
       " 35                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png         NaN   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg    803274.0   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg   8307104.0   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compStage  \\\n",
       " 0        100-499人              盈米基金             B轮   \n",
       " 1        500-999人           辉柏嘉(中国)            NaN   \n",
       " 2        500-999人    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 3          50-99人              仙婷集团            NaN   \n",
       " 4        100-499人    广州市新目标电子商务有限公司            NaN   \n",
       " 5        10000人以上          大型制药集团公司            已上市   \n",
       " 6        10000人以上            复星医药集团            已上市   \n",
       " 7          50-99人              仙婷集团            NaN   \n",
       " 8        100-499人        文远知行WeRide             D轮   \n",
       " 9        10000人以上              得意电子            NaN   \n",
       " 10       10000人以上      某广州大型计算机软件公司          融资未公开   \n",
       " 11       100-499人   某广州广告/公关/会展上市公司            已上市   \n",
       " 12    5000-10000人               丹纳赫            NaN   \n",
       " 13       500-999人              曼秀雷敦            NaN   \n",
       " 14       100-499人  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15    5000-10000人              润建股份         沪深A股上市   \n",
       " 16          1-49人      即能科技(广州)有限公司            NaN   \n",
       " 17     2000-5000人         某国内大型日化公司          融资未公开   \n",
       " 18     1000-2000人      嫚熙控股(广州)有限公司            NaN   \n",
       " 19       10000人以上   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20       100-499人     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21     2000-5000人              汇丰软件             其他   \n",
       " 22     2000-5000人             斯凯奇中国            NaN   \n",
       " 23     2000-5000人             斯凯奇中国            NaN   \n",
       " 24       500-999人       某北京医疗器械上市公司            已上市   \n",
       " 25     2000-5000人              康方生物           港股上市   \n",
       " 26       500-999人              曼秀雷敦            NaN   \n",
       " 27       10000人以上             Baidu           美股上市   \n",
       " 28     1000-2000人      嫚熙控股(广州)有限公司            NaN   \n",
       " 29     2000-5000人        某国内大型快消品公司          融资未公开   \n",
       " 30       10000人以上         某广州大型日化公司          融资未公开   \n",
       " 31       10000人以上      某广州大型计算机软件公司          融资未公开   \n",
       " 32       100-499人      某天津电气机械/器材公司          融资未公开   \n",
       " 33       10000人以上    上海汉得信息技术股份有限公司            已上市   \n",
       " 34       100-499人     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35          1-49人      某广州电气机械/器材公司            NaN   \n",
       " 36       500-999人              广州百田            已上市   \n",
       " 37     2000-5000人         恩梯梯数据(中国)            NaN   \n",
       " 38     2000-5000人         恩梯梯数据(中国)            NaN   \n",
       " 39     1000-2000人      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/   \n",
       " 1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/   \n",
       " 2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/   \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/   \n",
       " 9   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/   \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/   \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/   \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/   \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/   \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/   \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/   \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/   \n",
       " \n",
       "    comp.compIndustry  \n",
       " 0           基金/证券/期货  \n",
       " 1            办公用品/设备  \n",
       " 2              批发/零售  \n",
       " 3             贸易/进出口  \n",
       " 4               IT服务  \n",
       " 5            制药/生物工程  \n",
       " 6                 制药  \n",
       " 7             贸易/进出口  \n",
       " 8               人工智能  \n",
       " 9        电子/半导体/集成电路  \n",
       " 10             计算机软件  \n",
       " 11          广告/公关/会展  \n",
       " 12              医疗器械  \n",
       " 13                日化  \n",
       " 14          广告/公关/会展  \n",
       " 15              通信设备  \n",
       " 16            专业技术服务  \n",
       " 17                日化  \n",
       " 18               互联网  \n",
       " 19          食品/饮料/酒水  \n",
       " 20                制药  \n",
       " 21             计算机软件  \n",
       " 22          服装/纺织/皮革  \n",
       " 23          服装/纺织/皮革  \n",
       " 24              医疗器械  \n",
       " 25                制药  \n",
       " 26                日化  \n",
       " 27               互联网  \n",
       " 28               互联网  \n",
       " 29                日化  \n",
       " 30                日化  \n",
       " 31             计算机软件  \n",
       " 32           电气机械/器材  \n",
       " 33               互联网  \n",
       " 34                制药  \n",
       " 35           电气机械/器材  \n",
       " 36                游戏  \n",
       " 37              IT服务  \n",
       " 38              IT服务  \n",
       " 39                游戏  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"...   \n",
       " 1   {\"userId\":\"df48f523e5944ace2bb2cd8f0cba2241\",\"...   \n",
       " 2   {\"userId\":\"32232aca46ec9ae7890a5a15a8902e2f\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 5   {\"userId\":\"e2bbf25c0098de6f7ef83d3cb1f32d26\",\"...   \n",
       " 6   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       " 7   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 8   {\"userId\":\"5d9f492327569d32d74478209a321e71\",\"...   \n",
       " 9   {\"userId\":\"dabc492e5cee942eda33e09d1e97f821\",\"...   \n",
       " 10  {\"userId\":\"54b6a6960c7937f7987078bf88c38a2f\",\"...   \n",
       " 11  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 12  {\"userId\":\"69b90c10c8cbeac8da05e8d349eaf13a\",\"...   \n",
       " 13  {\"userId\":\"6ead9a9d40a95e1521ca53f73fa20618\",\"...   \n",
       " 14  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 15  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       " 16  {\"userId\":\"54b6a6960c7937f7987078bf88c38a2f\",\"...   \n",
       " 17  {\"userId\":\"f0d591207ba759dbe49ae2b73366ae8c\",\"...   \n",
       " 18  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 19  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 20  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 21  {\"userId\":\"1b2d3c696b09ca69b0e5f3264419b081\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 26  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 27  {\"userId\":\"aca7c12a2f1b104743312380a6f25054\",\"...   \n",
       " 28  {\"userId\":\"869f1f21925b089fde2defcdfeb21fba\",\"...   \n",
       " 29  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 30  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       " 31  {\"userId\":\"0cb2b2501029d509e8cdea777f766f0c\",\"...   \n",
       " 32  {\"userId\":\"2c100205c7eb2c028df3dac679d77fed\",\"...   \n",
       " 33  {\"userId\":\"056815c015a3c3b4455d9756fea9d2c0\",\"...   \n",
       " 34  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 37  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 38  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 39  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256376837%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2258956493%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2258733143%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2246856955%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2258973463%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2233787845%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2246959085%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2257223711%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2246870615%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2246215899%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2256876529%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2257513943%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2246958655%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2259317515%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%2235923437%22%2C%22sfrom%22%...   \n",
       " 19  %7B%22jobId%22%3A%2256295007%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2245187159%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2258870277%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2230477665%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2244978805%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2243037645%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2250466807%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2255829685%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2246777103%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2259110045%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2257157157%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2258584023%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2246659839%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2246414125%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2246869011%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2248905275%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2245177357%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2259115121%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2257403583%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2255992453%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2245327891%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...   \n",
       " 1                                                  []   \n",
       " 2                                                  []   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]   \n",
       " 6                                            [神外, 医生]   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 8                                                  []   \n",
       " 9                                                  []   \n",
       " 10                                       [to B, to G]   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...   \n",
       " 12                                   [产品设计, AI人工智能产品]   \n",
       " 13                                             [游戏行业]   \n",
       " 14                                                 []   \n",
       " 15                                                 []   \n",
       " 16                                       [to B, to G]   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...   \n",
       " 18                                                 []   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...   \n",
       " 20                                   [化妆品, 消费品, 产品开发]   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 23                                             [to C]   \n",
       " 24                                                 []   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]   \n",
       " 26                                                 []   \n",
       " 27                                             [医院器械]   \n",
       " 28                                                 []   \n",
       " 29                                             [泌尿外科]   \n",
       " 30                                                 []   \n",
       " 31                                      [游戏产品, MMO游戏]   \n",
       " 32                                             [to C]   \n",
       " 33                                                 []   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...   \n",
       " 38                                             [品牌策划]   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  job.salary job.jobId  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  56376837   \n",
       " 1                      Product Marketing Manager  18-25k·14薪  58956493   \n",
       " 2                                           产品经理        薪资面议  58733143   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       " 4                            产品经理Product Manager      20-25k  57679297   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  46856955   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  58215521   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  58973463   \n",
       " 9                                     项目管理PM(广州)  10-20k·14薪  33787845   \n",
       " 10                               product manager      30-50k  46959085   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  57223711   \n",
       " 12                                      AI营销产品经理      12-24k  46870615   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  46215899   \n",
       " 14                    Automation Product Manager  20-40k·13薪  56876529   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       " 16                                          产品经理      20-30k  46958655   \n",
       " 17                                    AIGC营销产品经理      20-35k  59317515   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  35923437   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  45187159   \n",
       " 21                                        产品策划经理      18-30k  58870277   \n",
       " 22                                          产品经理  18-40k·14薪  30477665   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  44978805   \n",
       " 24                                        数码产品经理        薪资面议  43037645   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  55829685   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  46777103   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  59110045   \n",
       " 29                                        医药产品经理  25-30k·14薪  57157157   \n",
       " 30                        Senior Product Manager  20-30k·13薪  58584023   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  46659839   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  46414125   \n",
       " 33                                          产品经理  20-25k·16薪  46869011   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  48905275   \n",
       " 35                              Product Manager       25-30k  45177357   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  59115121   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       " 38                                        产品策划经理      15-25k  55992453   \n",
       " 39                                        硬件产品经理  30-50k·14薪  45327891   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink job.jobKind  job.dq  ...  \\\n",
       " 0                                            2      广州  ...   \n",
       " 1                                            2  广州-天河区  ...   \n",
       " 2                                            2      广州  ...   \n",
       " 3                                            2  广州-天河区  ...   \n",
       " 4                                            2  广州-番禺区  ...   \n",
       " 5              NaN             NaN           1      广州  ...   \n",
       " 6                                            2  广州-越秀区  ...   \n",
       " 7                                            2  广州-天河区  ...   \n",
       " 8                                            2  广州-天河区  ...   \n",
       " 9                                            2  广州-南沙区  ...   \n",
       " 10             NaN             NaN           1  广州-番禺区  ...   \n",
       " 11                                           2      广州  ...   \n",
       " 12             NaN             NaN           1      广州  ...   \n",
       " 13             NaN             NaN           1  广州-天河区  ...   \n",
       " 14                                           2  广州-天河区  ...   \n",
       " 15                                           2  广州-天河区  ...   \n",
       " 16             NaN             NaN           1  广州-番禺区  ...   \n",
       " 17                                           2  广州-番禺区  ...   \n",
       " 18                                           2      广州  ...   \n",
       " 19                                           2  广州-天河区  ...   \n",
       " 20             NaN             NaN           1      广州  ...   \n",
       " 21                                           2  广州-白云区  ...   \n",
       " 22                                           2  广州-越秀区  ...   \n",
       " 23             NaN             NaN           1      广州  ...   \n",
       " 24                                           2      广州  ...   \n",
       " 25                                           2  广州-天河区  ...   \n",
       " 26                                           2  广州-天河区  ...   \n",
       " 27             NaN             NaN           1      广州  ...   \n",
       " 28                                           2  广州-白云区  ...   \n",
       " 29                                           2  广州-越秀区  ...   \n",
       " 30                                           2  广州-天河区  ...   \n",
       " 31             NaN             NaN           1      广州  ...   \n",
       " 32             NaN             NaN           1      广州  ...   \n",
       " 33             NaN             NaN           1      广州  ...   \n",
       " 34                                           2  广州-天河区  ...   \n",
       " 35             NaN             NaN           1      广州  ...   \n",
       " 36                                           2  广州-黄埔区  ...   \n",
       " 37                                           2  广州-番禺区  ...   \n",
       " 38                                           2  广州-白云区  ...   \n",
       " 39             NaN             NaN           1  广州-海珠区  ...   \n",
       " \n",
       "    recruiter.imUserType             recruiter.recruiterId  \\\n",
       " 0                     2  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1                     2  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 2                     2  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 3                     2  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                     2  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                     2  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6                     2  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                     2  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                     2  5d9f492327569d32d74478209a321e71   \n",
       " 9                     2  dabc492e5cee942eda33e09d1e97f821   \n",
       " 10                    2  54b6a6960c7937f7987078bf88c38a2f   \n",
       " 11                    2  1147dd557533b4567e1472c76bc04ebd   \n",
       " 12                    2  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 13                    2  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 14                    2  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 15                    2  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 16                    2  54b6a6960c7937f7987078bf88c38a2f   \n",
       " 17                    2  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 18                    2  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 19                    2  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 20                    2  375a1dfe17607510a0693c119d820cfb   \n",
       " 21                    2  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 22                    2  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23                    2  ec2448066ad5cdf94f25083a3243b675   \n",
       " 24                    2  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                    2  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26                    2  308332da68f592edf82050c4b8bff969   \n",
       " 27                    2  aca7c12a2f1b104743312380a6f25054   \n",
       " 28                    2  869f1f21925b089fde2defcdfeb21fba   \n",
       " 29                    2  22ab2b1a88769c3259935c280d474240   \n",
       " 30                    2  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 31                    2  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32                    2  2c100205c7eb2c028df3dac679d77fed   \n",
       " 33                    2  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 34                    2  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 35                    2  47227c6fbfcd952686963be95b15422d   \n",
       " 36                    2  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 37                    2  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 38                    2  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 39                    2  1d96d00cfe919fa26a1adf5987777a35   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compStage  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg              B轮   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg           融资未公开   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg             NaN   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png             已上市   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg             已上市   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg             NaN   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg             NaN   \n",
       " 10   62e35bf252df9858ce41335203u.png             NaN   \n",
       " 11   63a46574fd38b10039f0b94b05u.png              D轮   \n",
       " 12   628e2c897f51e2499cd1bfbf04u.jpg             已上市   \n",
       " 13   5f8fa3a6f6d1ab58476f322808u.png           融资未公开   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 16   62e35bf252df9858ce41335203u.png            战略融资   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg          沪深A股上市   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg           融资未公开   \n",
       " 19   5f8f9868f6d1ab58476f24a008u.jpg          沪深A股上市   \n",
       " 20   6100c9081d756a75997a266703u.jpg           融资未公开   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg             NaN   \n",
       " 23   62f7aab56555120790d6013103u.png           融资未公开   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg              其他   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg             NaN   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 27   62a84fdfe9fa0e1ff408683002u.png             已上市   \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg            美股上市   \n",
       " 29   5f8f986aea60860b75384fab08u.jpg            港股上市   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 31   637c93b834e8df2c1c647b1602u.png           融资未公开   \n",
       " 32   6400c9110fa75b6cd95be96806u.png           融资未公开   \n",
       " 33   648182a39830432e905baf2d04u.png           融资未公开   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg             已上市   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg           融资未公开   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg           融资未公开   \n",
       " 37   601baaab60c8320221e3c1d902u.png             已上市   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg             NaN   \n",
       " 39   5f8fa3bddfb13a7dee343d7608u.png             NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg              盈米基金       100-499人   \n",
       " 1   648fbf95b7732f1e292621c406u.png    卡尔蔡司光学(广州)有限公司       500-999人   \n",
       " 2   5fdc38169b3439706a19fd5901u.png           辉柏嘉(中国)       500-999人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png              仙婷集团         50-99人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          大型制药集团公司       10000人以上   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png            复星医药集团       10000人以上   \n",
       " 7   6274ee6d04a5ff469b10880402u.png              仙婷集团         50-99人   \n",
       " 8   5bfe926374719d9f609a6a1b03a.png  安永全球商务服务(大连)有限公司       500-999人   \n",
       " 9   5bfe982174719df0ac995ebc03a.png              得意电子       10000人以上   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png             某知名公司       100-499人   \n",
       " 11  60a497de907306298575785f03u.png        文远知行WeRide       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png   某广州广告/公关/会展上市公司       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司       10000人以上   \n",
       " 14  5952237b7032381b6822192505a.jpg               丹纳赫    5000-10000人   \n",
       " 15  555c2acba3109367c320a8c601a.png              曼秀雷敦       500-999人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png         某北京医疗器械公司       100-499人   \n",
       " 17  5bfe9d9f74719d2aa34b6af203a.png  广东因赛品牌营销集团股份有限公司       100-499人   \n",
       " 18  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司       100-499人   \n",
       " 19  5cc116c89fae687d43343d7308u.png              润建股份    5000-10000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司     2000-5000人   \n",
       " 21  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 22  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司       10000人以上   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png              汇丰软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png             斯凯奇中国     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png             斯凯奇中国     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png       某北京医疗器械上市公司       500-999人   \n",
       " 28  5bfe93af74719d9f609aaaef03a.png             Baidu       10000人以上   \n",
       " 29  5bfe916674719d35745ad29703a.png              康方生物     2000-5000人   \n",
       " 30  555c2acba3109367c320a8c601a.png              曼秀雷敦       500-999人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司       10000人以上   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某广州大型日化公司       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png      某天津电气机械/器材公司       100-499人   \n",
       " 34  5ff42565bebf7311a41e860005u.png              广州百田       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司     2000-5000人   \n",
       " 36  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司       100-499人   \n",
       " 37  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司       10000人以上   \n",
       " 38  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司          1-49人   \n",
       " \n",
       "    comp.compIndustry comp.compId                                 comp.link  \n",
       " 0           基金/证券/期货   9954019.0   https://www.liepin.com/company/9954019/  \n",
       " 1              批发/零售   7977404.0   https://www.liepin.com/company/7977404/  \n",
       " 2            办公用品/设备   8094471.0   https://www.liepin.com/company/8094471/  \n",
       " 3             贸易/进出口   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 4               IT服务  13315477.0  https://www.liepin.com/company/13315477/  \n",
       " 5            制药/生物工程         NaN                                            \n",
       " 6                 制药   7023768.0   https://www.liepin.com/company/7023768/  \n",
       " 7             贸易/进出口   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 8            其他商务服务业   8806497.0   https://www.liepin.com/company/8806497/  \n",
       " 9        电子/半导体/集成电路   7892168.0   https://www.liepin.com/company/7892168/  \n",
       " 10              IT服务         NaN                                            \n",
       " 11              人工智能   9491766.0   https://www.liepin.com/company/9491766/  \n",
       " 12          广告/公关/会展         NaN                                            \n",
       " 13             计算机软件         NaN                                            \n",
       " 14              医疗器械   8506529.0   https://www.liepin.com/company/8506529/  \n",
       " 15                日化   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 16              医疗器械         NaN                                            \n",
       " 17          广告/公关/会展   9146475.0   https://www.liepin.com/company/9146475/  \n",
       " 18                制药   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 19              通信设备   7863327.0   https://www.liepin.com/company/7863327/  \n",
       " 20                日化         NaN                                            \n",
       " 21               互联网   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 22            专业技术服务   9283329.0   https://www.liepin.com/company/9283329/  \n",
       " 23          食品/饮料/酒水         NaN                                            \n",
       " 24             计算机软件   2664546.0   https://www.liepin.com/company/2664546/  \n",
       " 25          服装/纺织/皮革  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 26          服装/纺织/皮革  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 27              医疗器械         NaN                                            \n",
       " 28               互联网    884492.0    https://www.liepin.com/company/884492/  \n",
       " 29                制药   8275623.0   https://www.liepin.com/company/8275623/  \n",
       " 30                日化   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 31             计算机软件         NaN                                            \n",
       " 32                日化         NaN                                            \n",
       " 33           电气机械/器材         NaN                                            \n",
       " 34                游戏    803274.0    https://www.liepin.com/company/803274/  \n",
       " 35                日化         NaN                                            \n",
       " 36                制药   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 37               互联网   8361671.0   https://www.liepin.com/company/8361671/  \n",
       " 38               互联网   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 39           电气机械/器材         NaN                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"56376837\",\"imId\":\"52c4...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"58733143\",\"imId\":\"a77e...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"58956493\",\"imId\":\"6652...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"50965433\",\"imId\":\"0ce6...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"57679297\",\"imId\":\"c161...   \n",
       " 5   {\"jobKind\":\"1\",\"jobId\":\"46856955\",\"imId\":\"2c9e...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"58215521\",\"imId\":\"f8a5...   \n",
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       " 10  {\"jobKind\":\"1\",\"jobId\":\"46215899\",\"imId\":\"25a4...   \n",
       " 11  {\"jobKind\":\"1\",\"jobId\":\"46870615\",\"imId\":\"1534...   \n",
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       " 14  {\"jobKind\":\"2\",\"jobId\":\"59317515\",\"imId\":\"fb31...   \n",
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       " 19  {\"jobKind\":\"1\",\"jobId\":\"44978805\",\"imId\":\"d961...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"35923437\",\"imId\":\"18f5...   \n",
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       " 24  {\"jobKind\":\"1\",\"jobId\":\"46777103\",\"imId\":\"53c8...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"57157157\",\"imId\":\"d4cc...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"58584023\",\"imId\":\"fb94...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"59110045\",\"imId\":\"f66b...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"55992453\",\"imId\":\"ecb6...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"45177357\",\"imId\":\"9cfd...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46414125\",\"imId\":\"cdd3...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"46659839\",\"imId\":\"06f4...   \n",
       " 32  {\"jobKind\":\"1\",\"jobId\":\"46869011\",\"imId\":\"69ed...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"57403583\",\"imId\":\"9277...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"59115121\",\"imId\":\"7676...   \n",
       " 35  {\"jobKind\":\"1\",\"jobId\":\"45327891\",\"imId\":\"73f2...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"48905275\",\"imId\":\"9e5b...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"25415919\",\"imId\":\"b76b...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"23154709\",\"imId\":\"b76b...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"31935443\",\"imId\":\"d458...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58733143   \n",
       " 2                                                  []           2  58956493   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "                                        job.title job.refreshTime  job.dq  \\\n",
       " 0                               C端高级产品经理(J10043)  20230621091013      广州   \n",
       " 1                                           产品经理  20230619103414      广州   \n",
       " 2                      Product Marketing Manager  20230616103702  广州-天河区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  20230621113158  广州-天河区   \n",
       " 4                            产品经理Product Manager  20230410215438  广州-番禺区   \n",
       " 5                                   产品经理PM（化药针剂）  20230623105114      广州   \n",
       " 6                 神外产品销售经理 Product Sales Manager  20230428143658  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM  20230621113158  广州-天河区   \n",
       " 8                                   自动驾驶（硬件）产品经理  20230620082118      广州   \n",
       " 9                                     项目管理PM(广州)  20230620093052  广州-南沙区   \n",
       " 10                                  高级产品PM（ARPG）  20230608172448  广州-天河区   \n",
       " 11                                      AI营销产品经理  20230609172939      广州   \n",
       " 12                    Automation Product Manager  20230623110418  广州-天河区   \n",
       " 13   Assistant Product Manager / Product Manager  20230619115334  广州-天河区   \n",
       " 14                                    AIGC营销产品经理  20230614105714  广州-番禺区   \n",
       " 15                                 产品经理（企业数字化转型）  20230221094711  广州-天河区   \n",
       " 16                                          产品经理  20230616173005  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   20230411142619      广州   \n",
       " 18                                        产品策划经理  20230607171157  广州-白云区   \n",
       " 19                          eWMS Product Manager  20230413114524      广州   \n",
       " 20                                  产品经理（工业消洗产品）  20230602115342      广州   \n",
       " 21                                        数码产品经理  20210913204744      广州   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  20221116184947  广州-天河区   \n",
       " 23                             产品经理-产品企划(J13606)  20230206112123  广州-天河区   \n",
       " 24                                     市场经理/产品经理  20230607104618      广州   \n",
       " 25                                        医药产品经理  20230321153342  广州-越秀区   \n",
       " 26                        Senior Product Manager  20230619115334  广州-天河区   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20230606111659  广州-白云区   \n",
       " 28                                        产品策划经理  20230520104442  广州-白云区   \n",
       " 29                              Product Manager   20230621104001      广州   \n",
       " 30                          eWMS Product Manager  20230524161531      广州   \n",
       " 31                                游戏高级美术PM（大厂正编）  20230602143605      广州   \n",
       " 32                                          产品经理  20230609165939      广州   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)  20230329180701  广州-番禺区   \n",
       " 34                            微生物检测产品经理（制药行业/双休）  20230606134705  广州-黄埔区   \n",
       " 35                                        硬件产品经理  20230425143147  广州-海珠区   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20220928174530  广州-天河区   \n",
       " 37                                          活动PM  20210615114605      广州   \n",
       " 38                                        数字营销PM  20200728103437  广州-天河区   \n",
       " 39                                          游戏PM  20200921191755  广州-海珠区   \n",
       " \n",
       "     job.topJob                                     job.dataPromId  ...  \\\n",
       " 0         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王先生             人力资源伙伴(HRBP)   \n",
       " 1                      李女士                       HR   \n",
       " 2                      黄女士                       HR   \n",
       " 3                      吴女士               HR Officer   \n",
       " 4                      樊女士                      HRM   \n",
       " 5                      周先生                     猎头顾问   \n",
       " 6                      张先生                   人力资源专员   \n",
       " 7                      吴女士               HR Officer   \n",
       " 8                      程先生                     招聘专家   \n",
       " 9                      谢女士                   连接器工程师   \n",
       " 10                     戴先生                     猎头顾问   \n",
       " 11                     郭女士                     猎头顾问   \n",
       " 12                     王女士                   人力资源专员   \n",
       " 13                     谢女士                   人力资源经理   \n",
       " 14                     王女士                  人力资源副经理   \n",
       " 15                     黎先生                     招聘主管   \n",
       " 16               Keli Tang                     HRBP   \n",
       " 17                     宋女士                     猎头顾问   \n",
       " 18                     黄女士                   HRBP经理   \n",
       " 19                     林先生                     猎头顾问   \n",
       " 20                     陈女士                       HR   \n",
       " 21                     张先生                      112   \n",
       " 22                     陈先生                            \n",
       " 23                     林女士               人力资源业务合作伙伴   \n",
       " 24                     卿女士                     猎头顾问   \n",
       " 25                     刘先生               高级医学信息沟通专员   \n",
       " 26                     谢女士                   人力资源经理   \n",
       " 27                     贾女士                recruiter   \n",
       " 28                     郑先生                      HRM   \n",
       " 29                     孙女士                     猎头顾问   \n",
       " 30                     陈女士                     猎头顾问   \n",
       " 31                     叶女士                     猎头顾问   \n",
       " 32                     宗先生                     猎头顾问   \n",
       " 33                     俞女士                       HR   \n",
       " 34                     陈女士                            \n",
       " 35                     唐女士                     猎头顾问   \n",
       " 36                     唐女士                            \n",
       " 37                     刘女士               Consultant   \n",
       " 38                     刘女士               Consultant   \n",
       " 39                     邱女士                   人力资源管理   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry     comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg          基金/证券/期货              盈米基金   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg           办公用品/设备           辉柏嘉(中国)   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg             批发/零售    卡尔蔡司光学(广州)有限公司   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg              IT服务    广州市新目标电子商务有限公司   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png           制药/生物工程          大型制药集团公司   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg                制药            复星医药集团   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 8    63a46574fd38b10039f0b94b05u.png              人工智能        文远知行WeRide   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路              得意电子   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg          广告/公关/会展   某广州广告/公关/会展上市公司   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg              医疗器械               丹纳赫   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg          广告/公关/会展  广东因赛品牌营销集团股份有限公司   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg              通信设备              润建股份   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg            专业技术服务      即能科技(广州)有限公司   \n",
       " 17   6100c9081d756a75997a266703u.jpg                日化         某国内大型日化公司   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 19   62f7aab56555120790d6013103u.png          食品/饮料/酒水   某广州大型食品/饮料/酒水公司   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg             计算机软件              汇丰软件   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png              医疗器械       某北京医疗器械上市公司   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg                制药              康方生物   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg               互联网             Baidu   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg                日化        某国内大型快消品公司   \n",
       " 30   6400c9110fa75b6cd95be96806u.png                日化         某广州大型日化公司   \n",
       " 31   637c93b834e8df2c1c647b1602u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 32   648182a39830432e905baf2d04u.png           电气机械/器材      某天津电气机械/器材公司   \n",
       " 33   601baaab60c8320221e3c1d902u.png               互联网    上海汉得信息技术股份有限公司   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png           电气机械/器材      某广州电气机械/器材公司   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg                游戏              广州百田   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg                游戏      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compId  comp.compScale  comp.compStage  \\\n",
       " 0    9954019.0        100-499人              B轮   \n",
       " 1    8094471.0        500-999人             NaN   \n",
       " 2    7977404.0        500-999人           融资未公开   \n",
       " 3    8112968.0          50-99人             NaN   \n",
       " 4   13315477.0        100-499人             NaN   \n",
       " 5          NaN        10000人以上             已上市   \n",
       " 6    7023768.0        10000人以上             已上市   \n",
       " 7    8112968.0          50-99人             NaN   \n",
       " 8    9491766.0        100-499人              D轮   \n",
       " 9    7892168.0        10000人以上             NaN   \n",
       " 10         NaN        10000人以上           融资未公开   \n",
       " 11         NaN        100-499人             已上市   \n",
       " 12   8506529.0     5000-10000人             NaN   \n",
       " 13   2061455.0        500-999人             NaN   \n",
       " 14   9146475.0        100-499人          沪深A股上市   \n",
       " 15   7863327.0     5000-10000人          沪深A股上市   \n",
       " 16   9283329.0           1-49人             NaN   \n",
       " 17         NaN      2000-5000人           融资未公开   \n",
       " 18   9660700.0      1000-2000人             NaN   \n",
       " 19         NaN        10000人以上           融资未公开   \n",
       " 20   7932064.0        100-499人           融资未公开   \n",
       " 21   2664546.0      2000-5000人              其他   \n",
       " 22  13032765.0      2000-5000人             NaN   \n",
       " 23  13032765.0      2000-5000人             NaN   \n",
       " 24         NaN        500-999人             已上市   \n",
       " 25   8275623.0      2000-5000人            港股上市   \n",
       " 26   2061455.0        500-999人             NaN   \n",
       " 27    884492.0        10000人以上            美股上市   \n",
       " 28   9660700.0      1000-2000人             NaN   \n",
       " 29         NaN      2000-5000人           融资未公开   \n",
       " 30         NaN        10000人以上           融资未公开   \n",
       " 31         NaN        10000人以上           融资未公开   \n",
       " 32         NaN        100-499人           融资未公开   \n",
       " 33   8361671.0        10000人以上             已上市   \n",
       " 34   7932064.0        100-499人           融资未公开   \n",
       " 35         NaN           1-49人             NaN   \n",
       " 36    803274.0        500-999人             已上市   \n",
       " 37   6629285.0      2000-5000人             NaN   \n",
       " 38   6629285.0      2000-5000人             NaN   \n",
       " 39   8307104.0      1000-2000人           科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       " 1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       " 2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       " 9   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"4e54ac2e3b974628242a2...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"df48f523e5944ace2bb2c...   \n",
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       " 12  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"ccfed7449a759b2cf7778...   \n",
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       " 18  {\"jobKind\":\"2\",\"userId\":\"1b2d3c696b09ca69b0e5f...   \n",
       " 19  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...   \n",
       " 24  {\"jobKind\":\"1\",\"userId\":\"aca7c12a2f1b104743312...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"ccfed7449a759b2cf7778...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"869f1f21925b089fde2de...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       " 29  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...   \n",
       " 30  {\"jobKind\":\"1\",\"userId\":\"2c100205c7eb2c028df3d...   \n",
       " 31  {\"jobKind\":\"1\",\"userId\":\"0cb2b2501029d509e8cde...   \n",
       " 32  {\"jobKind\":\"1\",\"userId\":\"056815c015a3c3b4455d9...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       " 35  {\"jobKind\":\"1\",\"userId\":\"1d96d00cfe919fa26a1ad...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58956493   \n",
       " 2                                                  []           2  58733143   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "    job.refreshTime  job.dq                                     job.title  \\\n",
       " 0   20230621091013      广州                              C端高级产品经理(J10043)   \n",
       " 1   20230616103702  广州-天河区                     Product Marketing Manager   \n",
       " 2   20230619103414      广州                                          产品经理   \n",
       " 3   20230621113158  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 4   20230410215438  广州-番禺区                           产品经理Product Manager   \n",
       " 5   20230623105114      广州                                  产品经理PM（化药针剂）   \n",
       " 6   20230428143658  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7   20230621113158  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   20230620082118      广州                                  自动驾驶（硬件）产品经理   \n",
       " 9   20230620093052  广州-南沙区                                    项目管理PM(广州)   \n",
       " 10  20230608172448  广州-天河区                                  高级产品PM（ARPG）   \n",
       " 11  20230609172939      广州                                      AI营销产品经理   \n",
       " 12  20230623110418  广州-天河区                    Automation Product Manager   \n",
       " 13  20230619115334  广州-天河区   Assistant Product Manager / Product Manager   \n",
       " 14  20230614105714  广州-番禺区                                    AIGC营销产品经理   \n",
       " 15  20230221094711  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 16  20230616173005  广州-越秀区                                          产品经理   \n",
       " 17  20230411142619      广州  Assistant Product Manager / Product Manager    \n",
       " 18  20230607171157  广州-白云区                                        产品策划经理   \n",
       " 19  20230413114524      广州                          eWMS Product Manager   \n",
       " 20  20230602115342      广州                                  产品经理（工业消洗产品）   \n",
       " 21  20210913204744      广州                                        数码产品经理   \n",
       " 22  20221116184947  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 23  20230206112123  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 24  20230607104618      广州                                     市场经理/产品经理   \n",
       " 25  20230321153342  广州-越秀区                                        医药产品经理   \n",
       " 26  20230619115334  广州-天河区                        Senior Product Manager   \n",
       " 27  20230606111659  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)   \n",
       " 28  20230520104442  广州-白云区                                        产品策划经理   \n",
       " 29  20230621104001      广州                              Product Manager    \n",
       " 30  20230524161531      广州                          eWMS Product Manager   \n",
       " 31  20230602143605      广州                                游戏高级美术PM（大厂正编）   \n",
       " 32  20230609165939      广州                                          产品经理   \n",
       " 33  20230329180701  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 34  20230606134705  广州-黄埔区                            微生物检测产品经理（制药行业/双休）   \n",
       " 35  20230425143147  广州-海珠区                                        硬件产品经理   \n",
       " 36  20220928174530  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 37  20210615114605      广州                                          活动PM   \n",
       " 38  20200728103437  广州-天河区                                        数字营销PM   \n",
       " 39  20200921191755  广州-海珠区                                          游戏PM   \n",
       " \n",
       "     job.salary  job.topJob  ... recruiter.recruiterName  \\\n",
       " 0   15-30k·15薪        True  ...                     王先生   \n",
       " 1   18-25k·14薪        True  ...                     黄女士   \n",
       " 2         薪资面议        True  ...                     李女士   \n",
       " 3         薪资面议       False  ...                     吴女士   \n",
       " 4       20-25k       False  ...                     樊女士   \n",
       " 5   25-30k·14薪       False  ...                     周先生   \n",
       " 6   12-15k·15薪       False  ...                     张先生   \n",
       " 7         薪资面议       False  ...                     吴女士   \n",
       " 8   25-40k·15薪       False  ...                     程先生   \n",
       " 9   10-20k·14薪       False  ...                     谢女士   \n",
       " 10  20-35k·14薪       False  ...                     戴先生   \n",
       " 11      12-24k       False  ...                     郭女士   \n",
       " 12  20-40k·13薪       False  ...                     王女士   \n",
       " 13  15-25k·13薪       False  ...                     谢女士   \n",
       " 14      20-35k       False  ...                     王女士   \n",
       " 15       6-10k       False  ...                     黎先生   \n",
       " 16  18-40k·14薪       False  ...               Keli Tang   \n",
       " 17  18-30k·13薪       False  ...                     宋女士   \n",
       " 18      18-30k       False  ...                     黄女士   \n",
       " 19  20-40k·15薪       False  ...                     林先生   \n",
       " 20      12-30k       False  ...                     陈女士   \n",
       " 21        薪资面议       False  ...                     张先生   \n",
       " 22  14-28k·16薪       False  ...                     陈先生   \n",
       " 23      15-25k       False  ...                     林女士   \n",
       " 24  30-40k·15薪       False  ...                     卿女士   \n",
       " 25  25-30k·14薪       False  ...                     刘先生   \n",
       " 26  20-30k·13薪       False  ...                     谢女士   \n",
       " 27  20-40k·16薪       False  ...                     贾女士   \n",
       " 28      15-25k       False  ...                     郑先生   \n",
       " 29      25-30k       False  ...                     孙女士   \n",
       " 30  30-50k·14薪       False  ...                     陈女士   \n",
       " 31  20-35k·16薪       False  ...                     叶女士   \n",
       " 32  20-25k·16薪       False  ...                     宗先生   \n",
       " 33      11-22k       False  ...                     俞女士   \n",
       " 34  15-20k·16薪       False  ...                     陈女士   \n",
       " 35  30-50k·14薪       False  ...                     唐女士   \n",
       " 36  20-28k·13薪       False  ...                     唐女士   \n",
       " 37        薪资面议       False  ...                     刘女士   \n",
       " 38        薪资面议       False  ...                     刘女士   \n",
       " 39  15-30k·13薪       False  ...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg       100-499人   \n",
       " 1                        HR   5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 2                        HR   5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png       10000人以上   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg       10000人以上   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png       100-499人   \n",
       " 9                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png       10000人以上   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg       100-499人   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 14                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 15                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg     2000-5000人   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人   \n",
       " 19                     猎头顾问   62f7aab56555120790d6013103u.png       10000人以上   \n",
       " 20                       HR   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png       500-999人   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 28                      HRM   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       " 29                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg     2000-5000人   \n",
       " 30                     猎头顾问   6400c9110fa75b6cd95be96806u.png       10000人以上   \n",
       " 31                     猎头顾问   637c93b834e8df2c1c647b1602u.png       10000人以上   \n",
       " 32                     猎头顾问   648182a39830432e905baf2d04u.png       100-499人   \n",
       " 33                       HR   601baaab60c8320221e3c1d902u.png       10000人以上   \n",
       " 34                            5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 35                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png          1-49人   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg     1000-2000人   \n",
       " \n",
       "    comp.compId     comp.compName comp.compStage  \\\n",
       " 0    9954019.0              盈米基金             B轮   \n",
       " 1    7977404.0    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 2    8094471.0           辉柏嘉(中国)            NaN   \n",
       " 3    8112968.0              仙婷集团            NaN   \n",
       " 4   13315477.0    广州市新目标电子商务有限公司            NaN   \n",
       " 5          NaN          大型制药集团公司            已上市   \n",
       " 6    7023768.0            复星医药集团            已上市   \n",
       " 7    8112968.0              仙婷集团            NaN   \n",
       " 8    9491766.0        文远知行WeRide             D轮   \n",
       " 9    7892168.0              得意电子            NaN   \n",
       " 10         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 11         NaN   某广州广告/公关/会展上市公司            已上市   \n",
       " 12   8506529.0               丹纳赫            NaN   \n",
       " 13   2061455.0              曼秀雷敦            NaN   \n",
       " 14   9146475.0  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15   7863327.0              润建股份         沪深A股上市   \n",
       " 16   9283329.0      即能科技(广州)有限公司            NaN   \n",
       " 17         NaN         某国内大型日化公司          融资未公开   \n",
       " 18   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 19         NaN   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21   2664546.0              汇丰软件             其他   \n",
       " 22  13032765.0             斯凯奇中国            NaN   \n",
       " 23  13032765.0             斯凯奇中国            NaN   \n",
       " 24         NaN       某北京医疗器械上市公司            已上市   \n",
       " 25   8275623.0              康方生物           港股上市   \n",
       " 26   2061455.0              曼秀雷敦            NaN   \n",
       " 27    884492.0             Baidu           美股上市   \n",
       " 28   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 29         NaN        某国内大型快消品公司          融资未公开   \n",
       " 30         NaN         某广州大型日化公司          融资未公开   \n",
       " 31         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 32         NaN      某天津电气机械/器材公司          融资未公开   \n",
       " 33   8361671.0    上海汉得信息技术股份有限公司            已上市   \n",
       " 34   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35         NaN      某广州电气机械/器材公司            NaN   \n",
       " 36    803274.0              广州百田            已上市   \n",
       " 37   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 38   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 39   8307104.0      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo  comp.compIndustry  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg           基金/证券/期货   \n",
       " 1   648fbf95b7732f1e292621c406u.png              批发/零售   \n",
       " 2   5fdc38169b3439706a19fd5901u.png            办公用品/设备   \n",
       " 3   6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4   61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            制药/生物工程   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                 制药   \n",
       " 7   6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 8   60a497de907306298575785f03u.png               人工智能   \n",
       " 9   5bfe982174719df0ac995ebc03a.png        电子/半导体/集成电路   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png           广告/公关/会展   \n",
       " 12  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 13  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png           广告/公关/会展   \n",
       " 15  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 16  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 20  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 22  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 23  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 25  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 26  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png                互联网   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 34  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 36  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png                 游戏   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/8094471/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/7892168/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/9146475/  \n",
       " 15   https://www.liepin.com/company/7863327/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/7932064/  \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28   https://www.liepin.com/company/9660700/  \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32                                            \n",
       " 33   https://www.liepin.com/company/8361671/  \n",
       " 34   https://www.liepin.com/company/7932064/  \n",
       " 35                                            \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       " 1   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...   \n",
       " 2   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"赵女士\",\"userId\":\"5d9f492327569...   \n",
       " 9   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...   \n",
       " 10  {\"recruiterName\":\"刘女士\",\"userId\":\"54b6a6960c793...   \n",
       " 11  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 12  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...   \n",
       " 13  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 15  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 16  {\"recruiterName\":\"刘女士\",\"userId\":\"54b6a6960c793...   \n",
       " 17  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...   \n",
       " 18  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 19  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 20  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 21  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...   \n",
       " 22  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 23  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 25  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 26  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 27  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...   \n",
       " 28  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...   \n",
       " 29  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 30  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...   \n",
       " 32  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...   \n",
       " 33  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...   \n",
       " 34  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 35  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 37  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 38  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 39  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " \n",
       "                                            job.labels job.refreshTime  job.dq  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  20230621091013      广州   \n",
       " 1                                                  []  20230620093052  广州-南沙区   \n",
       " 2                                                  []  20230619103414      广州   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230621113158  广州-天河区   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  20230410215438  广州-番禺区   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  20230623105114      广州   \n",
       " 6                                            [神外, 医生]  20230428143658  广州-越秀区   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230621113158  广州-天河区   \n",
       " 8                                                  []  20230531104122  广州-天河区   \n",
       " 9                                                  []  20230616103702  广州-天河区   \n",
       " 10                                       [to B, to G]  20230613181053  广州-番禺区   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  20230620082118      广州   \n",
       " 12                                   [产品设计, AI人工智能产品]  20230609172939      广州   \n",
       " 13                                             [游戏行业]  20230608172448  广州-天河区   \n",
       " 14                                                 []  20230623110418  广州-天河区   \n",
       " 15                                                 []  20230619115334  广州-天河区   \n",
       " 16                                       [to B, to G]  20230613180028  广州-番禺区   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  20230614105714  广州-番禺区   \n",
       " 18                                                 []  20230602115342      广州   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711  广州-天河区   \n",
       " 20                                   [化妆品, 消费品, 产品开发]  20230411142619      广州   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  20230607171157  广州-白云区   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230616173005  广州-越秀区   \n",
       " 23                                             [to C]  20230413114524      广州   \n",
       " 24                                                 []  20210913204744      广州   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  20221116184947  广州-天河区   \n",
       " 26                                                 []  20230206112123  广州-天河区   \n",
       " 27                                             [医院器械]  20230607104618      广州   \n",
       " 28                                                 []  20230606111659  广州-白云区   \n",
       " 29                                             [泌尿外科]  20230321153342  广州-越秀区   \n",
       " 30                                                 []  20230619115334  广州-天河区   \n",
       " 31                                      [游戏产品, MMO游戏]  20230602143605      广州   \n",
       " 32                                             [to C]  20230524161531      广州   \n",
       " 33                                                 []  20230609165939      广州   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  20220928174530  广州-天河区   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  20230621104001      广州   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  20230606134705  广州-黄埔区   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  20230329180701  广州-番禺区   \n",
       " 38                                             [品牌策划]  20230520104442  广州-白云区   \n",
       " 39                                                 []  20230425143147  广州-海珠区   \n",
       " \n",
       "                                        job.title  job.salary job.jobId  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  56376837   \n",
       " 1                                     项目管理PM(广州)  10-20k·14薪  33787845   \n",
       " 2                                           产品经理        薪资面议  58733143   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       " 4                            产品经理Product Manager      20-25k  57679297   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  46856955   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  58215521   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  58973463   \n",
       " 9                      Product Marketing Manager  18-25k·14薪  58956493   \n",
       " 10                               product manager      30-50k  46959085   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  57223711   \n",
       " 12                                      AI营销产品经理      12-24k  46870615   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  46215899   \n",
       " 14                    Automation Product Manager  20-40k·13薪  56876529   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       " 16                                          产品经理      20-30k  46958655   \n",
       " 17                                    AIGC营销产品经理      20-35k  59317515   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  35923437   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  45187159   \n",
       " 21                                        产品策划经理      18-30k  58870277   \n",
       " 22                                          产品经理  18-40k·14薪  30477665   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  44978805   \n",
       " 24                                        数码产品经理        薪资面议  43037645   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  55829685   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  46777103   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  59110045   \n",
       " 29                                        医药产品经理  25-30k·14薪  57157157   \n",
       " 30                        Senior Product Manager  20-30k·13薪  58584023   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  46659839   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  46414125   \n",
       " 33                                          产品经理  20-25k·16薪  46869011   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  48905275   \n",
       " 35                              Product Manager       25-30k  45177357   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  59115121   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       " 38                                        产品策划经理      15-25k  55992453   \n",
       " 39                                        硬件产品经理  30-50k·14薪  45327891   \n",
       " \n",
       "    job.jobKind  job.topJob  ...                    recruiter.imId  \\\n",
       " 0            2        True  ...  52c4365602551576abcb385e72bd8d3d   \n",
       " 1            2        True  ...  6f058014d3ef83122982e990dc084411   \n",
       " 2            2        True  ...  a77e3547cf3d67c4ac4acac916df0e35   \n",
       " 3            2       False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4            2       False  ...  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 5            1       False  ...  2c9e72fbdf2bd8d599eeb040770b0b48   \n",
       " 6            2       False  ...  f8a500e0eab81d475153eb2d84a8b1de   \n",
       " 7            2       False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 8            2       False  ...  537ed57d5fd222add3a0457e92ea9bdb   \n",
       " 9            2       False  ...  6652e0af2060df2c160b5b344d4ef7b6   \n",
       " 10           1       False  ...  ab2fd292648338b7a8576116ff288909   \n",
       " 11           2       False  ...  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 12           1       False  ...  1534619dd0cbc81597cd4b0530f9e3f9   \n",
       " 13           1       False  ...  25a454b754ae73fd2972004574cc2f3b   \n",
       " 14           2       False  ...  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 15           2       False  ...  fb94d0eef421593a509db46caffb89c7   \n",
       " 16           1       False  ...  ab2fd292648338b7a8576116ff288909   \n",
       " 17           2       False  ...  fb316ba4a4eb308e6172c091f854d35c   \n",
       " 18           2       False  ...  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 19           2       False  ...  beff7093463e459a613348042573671f   \n",
       " 20           1       False  ...  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 21           2       False  ...  556085ce1cfb1ea84c7b9da341e06feb   \n",
       " 22           2       False  ...  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 23           1       False  ...  d9615c119bb132bd55a0b6511a508218   \n",
       " 24           2       False  ...  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25           2       False  ...  feaaf399e43a569d29323863fa1c0b93   \n",
       " 26           2       False  ...  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 27           1       False  ...  53c8427ff462afc6eb206e660be18459   \n",
       " 28           2       False  ...  f66b91de2a4984d02980490a0cdf2257   \n",
       " 29           2       False  ...  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 30           2       False  ...  fb94d0eef421593a509db46caffb89c7   \n",
       " 31           1       False  ...  06f4df96b4c6fd1861a8485668ee84be   \n",
       " 32           1       False  ...  cdd38888643756d4ef38cb0ce6f46cd7   \n",
       " 33           1       False  ...  69edf10a357b33f7bd1f3cfaeaaa47e3   \n",
       " 34           2       False  ...  9e5b45289ab5581e337193710fe42056   \n",
       " 35           1       False  ...  9cfdabc8878349689809d03804875792   \n",
       " 36           2       False  ...  767685575712890413dd84912f51618a   \n",
       " 37           2       False  ...  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 38           2       False  ...  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 39           1       False  ...  73f267275bfde46ce68ea511f8a9efc5   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0                     2   5f8f986aea60860b75384fab08u.jpg             B轮   \n",
       " 1                     2   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 2                     2   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 4                     2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 5                     2   6231b0d9da1d3077a00fb14c01u.png            已上市   \n",
       " 6                     2   5f8f986aea60860b75384fab08u.jpg            已上市   \n",
       " 7                     2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 8                     2   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 9                     2   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 10                    2   62e35bf252df9858ce41335203u.png            NaN   \n",
       " 11                    2   63a46574fd38b10039f0b94b05u.png             D轮   \n",
       " 12                    2   628e2c897f51e2499cd1bfbf04u.jpg            已上市   \n",
       " 13                    2   5f8fa3a6f6d1ab58476f322808u.png          融资未公开   \n",
       " 14                    2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 15                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 16                    2   62e35bf252df9858ce41335203u.png           战略融资   \n",
       " 17                    2   5f8f9863f6d1ab58476f246a08u.jpg         沪深A股上市   \n",
       " 18                    2   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 19                    2   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市   \n",
       " 20                    2   6100c9081d756a75997a266703u.jpg          融资未公开   \n",
       " 21                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 22                    2   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 23                    2   62f7aab56555120790d6013103u.png          融资未公开   \n",
       " 24                    2   5f8f986aea60860b75384fab08u.jpg             其他   \n",
       " 25                    2   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 26                    2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 27                    2   62a84fdfe9fa0e1ff408683002u.png            已上市   \n",
       " 28                    2   5f8f9866dfb13a7dee342f1808u.jpg           美股上市   \n",
       " 29                    2   5f8f986aea60860b75384fab08u.jpg           港股上市   \n",
       " 30                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 31                    2   637c93b834e8df2c1c647b1602u.png          融资未公开   \n",
       " 32                    2   6400c9110fa75b6cd95be96806u.png          融资未公开   \n",
       " 33                    2   648182a39830432e905baf2d04u.png          融资未公开   \n",
       " 34                    2   5f8f986779c7cc70efbf36c008u.jpg            已上市   \n",
       " 35                    2  6321be3095ee1c04143439eb01u.jpeg          融资未公开   \n",
       " 36                    2   5f8f98648dbe6273dcf8515508u.jpg          融资未公开   \n",
       " 37                    2   601baaab60c8320221e3c1d902u.png            已上市   \n",
       " 38                    2   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 39                    2   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry comp.compScale  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg          基金/证券/期货       100-499人   \n",
       " 1   5bfe982174719df0ac995ebc03a.png       电子/半导体/集成电路       10000人以上   \n",
       " 2   5fdc38169b3439706a19fd5901u.png           办公用品/设备       500-999人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png            贸易/进出口         50-99人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg              IT服务       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           制药/生物工程       10000人以上   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                制药       10000人以上   \n",
       " 7   6274ee6d04a5ff469b10880402u.png            贸易/进出口         50-99人   \n",
       " 8   5bfe926374719d9f609a6a1b03a.png           其他商务服务业       500-999人   \n",
       " 9   648fbf95b7732f1e292621c406u.png             批发/零售       500-999人   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              IT服务       100-499人   \n",
       " 11  60a497de907306298575785f03u.png              人工智能       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          广告/公关/会展       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png             计算机软件       10000人以上   \n",
       " 14  5952237b7032381b6822192505a.jpg              医疗器械    5000-10000人   \n",
       " 15  555c2acba3109367c320a8c601a.png                日化       500-999人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png              医疗器械       100-499人   \n",
       " 17  5bfe9d9f74719d2aa34b6af203a.png          广告/公关/会展       100-499人   \n",
       " 18  5bfe8edd74719d35745a548603a.png                制药       100-499人   \n",
       " 19  5cc116c89fae687d43343d7308u.png              通信设备    5000-10000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                日化     2000-5000人   \n",
       " 21  5f30a76e556e7a7b1280cc3006u.png               互联网     1000-2000人   \n",
       " 22  59dc78457832e11b880f044c05a.png            专业技术服务          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水       10000人以上   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png             计算机软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png          服装/纺织/皮革     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png          服装/纺织/皮革     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png              医疗器械       500-999人   \n",
       " 28  5bfe93af74719d9f609aaaef03a.png               互联网       10000人以上   \n",
       " 29  5bfe916674719d35745ad29703a.png                制药     2000-5000人   \n",
       " 30  555c2acba3109367c320a8c601a.png                日化       500-999人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png             计算机软件       10000人以上   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                日化       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材       100-499人   \n",
       " 34  5ff42565bebf7311a41e860005u.png                游戏       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                日化     2000-5000人   \n",
       " 36  5bfe8edd74719d35745a548603a.png                制药       100-499人   \n",
       " 37  5ed700f4ec4db462f82e4ddf01u.png               互联网       10000人以上   \n",
       " 38  5f30a76e556e7a7b1280cc3006u.png               互联网     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材          1-49人   \n",
       " \n",
       "        comp.compName comp.compId                                 comp.link  \n",
       " 0               盈米基金   9954019.0   https://www.liepin.com/company/9954019/  \n",
       " 1               得意电子   7892168.0   https://www.liepin.com/company/7892168/  \n",
       " 2            辉柏嘉(中国)   8094471.0   https://www.liepin.com/company/8094471/  \n",
       " 3               仙婷集团   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 4     广州市新目标电子商务有限公司  13315477.0  https://www.liepin.com/company/13315477/  \n",
       " 5           大型制药集团公司         NaN                                            \n",
       " 6             复星医药集团   7023768.0   https://www.liepin.com/company/7023768/  \n",
       " 7               仙婷集团   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 8   安永全球商务服务(大连)有限公司   8806497.0   https://www.liepin.com/company/8806497/  \n",
       " 9     卡尔蔡司光学(广州)有限公司   7977404.0   https://www.liepin.com/company/7977404/  \n",
       " 10             某知名公司         NaN                                            \n",
       " 11        文远知行WeRide   9491766.0   https://www.liepin.com/company/9491766/  \n",
       " 12   某广州广告/公关/会展上市公司         NaN                                            \n",
       " 13      某广州大型计算机软件公司         NaN                                            \n",
       " 14               丹纳赫   8506529.0   https://www.liepin.com/company/8506529/  \n",
       " 15              曼秀雷敦   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 16         某北京医疗器械公司         NaN                                            \n",
       " 17  广东因赛品牌营销集团股份有限公司   9146475.0   https://www.liepin.com/company/9146475/  \n",
       " 18     广东环凯微生物科技有限公司   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 19              润建股份   7863327.0   https://www.liepin.com/company/7863327/  \n",
       " 20         某国内大型日化公司         NaN                                            \n",
       " 21      嫚熙控股(广州)有限公司   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 22      即能科技(广州)有限公司   9283329.0   https://www.liepin.com/company/9283329/  \n",
       " 23   某广州大型食品/饮料/酒水公司         NaN                                            \n",
       " 24              汇丰软件   2664546.0   https://www.liepin.com/company/2664546/  \n",
       " 25             斯凯奇中国  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 26             斯凯奇中国  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 27       某北京医疗器械上市公司         NaN                                            \n",
       " 28             Baidu    884492.0    https://www.liepin.com/company/884492/  \n",
       " 29              康方生物   8275623.0   https://www.liepin.com/company/8275623/  \n",
       " 30              曼秀雷敦   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 31      某广州大型计算机软件公司         NaN                                            \n",
       " 32         某广州大型日化公司         NaN                                            \n",
       " 33      某天津电气机械/器材公司         NaN                                            \n",
       " 34              广州百田    803274.0    https://www.liepin.com/company/803274/  \n",
       " 35        某国内大型快消品公司         NaN                                            \n",
       " 36     广东环凯微生物科技有限公司   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 37    上海汉得信息技术股份有限公司   8361671.0   https://www.liepin.com/company/8361671/  \n",
       " 38      嫚熙控股(广州)有限公司   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 39      某广州电气机械/器材公司         NaN                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"jobId\":\"56376837\",\"imI...                     王先生   \n",
       " 1   {\"recruiterName\":\"李女士\",\"jobId\":\"58733143\",\"imI...                     李女士   \n",
       " 2   {\"recruiterName\":\"黄女士\",\"jobId\":\"58956493\",\"imI...                     黄女士   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"imI...                     吴女士   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"imI...                     樊女士   \n",
       " 5   {\"recruiterName\":\"周先生\",\"jobId\":\"46856955\",\"imI...                     周先生   \n",
       " 6   {\"recruiterName\":\"张先生\",\"jobId\":\"58215521\",\"imI...                     张先生   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"imI...                     吴女士   \n",
       " 8   {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"imI...                     程先生   \n",
       " 9   {\"recruiterName\":\"谢女士\",\"jobId\":\"33787845\",\"imI...                     谢女士   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"jobId\":\"46215899\",\"imI...                     戴先生   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"jobId\":\"46870615\",\"imI...                     郭女士   \n",
       " 12  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...                     王女士   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"jobId\":\"57513943\",\"imI...                     谢女士   \n",
       " 14  {\"recruiterName\":\"王女士\",\"jobId\":\"59317515\",\"imI...                     王女士   \n",
       " 15  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"imI...                     黎先生   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...               Keli Tang   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"imI...                     宋女士   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"jobId\":\"58870277\",\"imI...                     黄女士   \n",
       " 19  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"imI...                     林先生   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"imI...                     陈女士   \n",
       " 21  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"imI...                     张先生   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"imI...                     陈先生   \n",
       " 23  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"imI...                     林女士   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"jobId\":\"46777103\",\"imI...                     卿女士   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"imI...                     刘先生   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"jobId\":\"58584023\",\"imI...                     谢女士   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"jobId\":\"59110045\",\"imI...                     贾女士   \n",
       " 28  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"imI...                     郑先生   \n",
       " 29  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"imI...                     孙女士   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"jobId\":\"46414125\",\"imI...                     陈女士   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"jobId\":\"46659839\",\"imI...                     叶女士   \n",
       " 32  {\"recruiterName\":\"宗先生\",\"jobId\":\"46869011\",\"imI...                     宗先生   \n",
       " 33  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"imI...                     俞女士   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"jobId\":\"59115121\",\"imI...                     陈女士   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"imI...                     唐女士   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"imI...                     唐女士   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"imI...                     刘女士   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imI...                     刘女士   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imI...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0              人力资源伙伴(HRBP)  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1                        HR  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 2                        HR  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 3                HR Officer  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                       HRM  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                      猎头顾问  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6                    人力资源专员  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                HR Officer  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                      招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       " 9                    连接器工程师  dabc492e5cee942eda33e09d1e97f821   \n",
       " 10                     猎头顾问  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 11                     猎头顾问  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 12                   人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 13                   人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 14                  人力资源副经理  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 15                     招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 16                     HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 17                     猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       " 18                   HRBP经理  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 19                     猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       " 20                       HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 21                      112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 22                           3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 23               人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       " 24                     猎头顾问  aca7c12a2f1b104743312380a6f25054   \n",
       " 25               高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       " 26                   人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 27                recruiter  869f1f21925b089fde2defcdfeb21fba   \n",
       " 28                      HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 29                     猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       " 30                     猎头顾问  2c100205c7eb2c028df3dac679d77fed   \n",
       " 31                     猎头顾问  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32                     猎头顾问  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 33                       HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 34                           0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 35                     猎头顾问  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 36                           69bf0604ae10eb243f03c06e2c7db374   \n",
       " 37               Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38               Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39                   人力资源管理  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       " 0   52c4365602551576abcb385e72bd8d3d                    2              False   \n",
       " 1   a77e3547cf3d67c4ac4acac916df0e35                    2              False   \n",
       " 2   6652e0af2060df2c160b5b344d4ef7b6                    2              False   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2              False   \n",
       " 5   2c9e72fbdf2bd8d599eeb040770b0b48                    2              False   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2              False   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       " 8   6fa10ff6ea77d091528dabef14b76f2d                    2              False   \n",
       " 9   6f058014d3ef83122982e990dc084411                    2              False   \n",
       " 10  25a454b754ae73fd2972004574cc2f3b                    2              False   \n",
       " 11  1534619dd0cbc81597cd4b0530f9e3f9                    2              False   \n",
       " 12  24c1cab13ef9bc2e801c17c79e240538                    2              False   \n",
       " 13  fb94d0eef421593a509db46caffb89c7                    2              False   \n",
       " 14  fb316ba4a4eb308e6172c091f854d35c                    2              False   \n",
       " 15  beff7093463e459a613348042573671f                    2              False   \n",
       " 16  edbe6a7c4ed9d6e5aaa70b13e477f173                    2              False   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2              False   \n",
       " 18  556085ce1cfb1ea84c7b9da341e06feb                    2              False   \n",
       " 19  d9615c119bb132bd55a0b6511a508218                    2              False   \n",
       " 20  18f5af2ced812a43d6a9d1214a39013b                    2              False   \n",
       " 21  bd0efb08acc7704271de52c3bc0b6279                    2              False   \n",
       " 22  feaaf399e43a569d29323863fa1c0b93                    2              False   \n",
       " 23  7b8081a6d08696bafaf1d0d00bd33fc5                    2              False   \n",
       " 24  53c8427ff462afc6eb206e660be18459                    2              False   \n",
       " 25  d4cc4bca17cae276aefc9b4a2bd8879c                    2              False   \n",
       " 26  fb94d0eef421593a509db46caffb89c7                    2              False   \n",
       " 27  f66b91de2a4984d02980490a0cdf2257                    2              False   \n",
       " 28  ecb69f58b8af2fa07bed4a56d1662c8b                    2              False   \n",
       " 29  9cfdabc8878349689809d03804875792                    2              False   \n",
       " 30  cdd38888643756d4ef38cb0ce6f46cd7                    2              False   \n",
       " 31  06f4df96b4c6fd1861a8485668ee84be                    2              False   \n",
       " 32  69edf10a357b33f7bd1f3cfaeaaa47e3                    2              False   \n",
       " 33  927752d28c878e66e4cd5c055e1e05ce                    2              False   \n",
       " 34  767685575712890413dd84912f51618a                    2              False   \n",
       " 35  73f267275bfde46ce68ea511f8a9efc5                    2              False   \n",
       " 36  9e5b45289ab5581e337193710fe42056                    2              False   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2              False   \n",
       " 38  b76b2be27ab4a4746042c177f0a1d2b1                    2              False   \n",
       " 39  d458df6acc9507089941166e65ebdb6f                    2              False   \n",
       " \n",
       "             recruiter.recruiterPhoto  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8    63a46574fd38b10039f0b94b05u.png   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17   6100c9081d756a75997a266703u.jpg   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19   62f7aab56555120790d6013103u.png   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 30   6400c9110fa75b6cd95be96806u.png   \n",
       " 31   637c93b834e8df2c1c647b1602u.png   \n",
       " 32   648182a39830432e905baf2d04u.png   \n",
       " 33   601baaab60c8320221e3c1d902u.png   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  ...            True   \n",
       " 1                                                  []  ...            True   \n",
       " 2                                                  []  ...            True   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...           False   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  ...           False   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  ...           False   \n",
       " 6                                            [神外, 医生]  ...           False   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  ...           False   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  ...           False   \n",
       " 9                                                  []  ...           False   \n",
       " 10                                             [游戏行业]  ...           False   \n",
       " 11                                   [产品设计, AI人工智能产品]  ...           False   \n",
       " 12                                                 []  ...           False   \n",
       " 13                                                 []  ...           False   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  ...           False   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  ...           False   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  ...           False   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  ...           False   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  ...           False   \n",
       " 19                                             [to C]  ...           False   \n",
       " 20                                                 []  ...           False   \n",
       " 21                                                 []  ...           False   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  ...           False   \n",
       " 23                                                 []  ...           False   \n",
       " 24                                             [医院器械]  ...           False   \n",
       " 25                                             [泌尿外科]  ...           False   \n",
       " 26                                                 []  ...           False   \n",
       " 27                                                 []  ...           False   \n",
       " 28                                             [品牌策划]  ...           False   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  ...           False   \n",
       " 30                                             [to C]  ...           False   \n",
       " 31                                      [游戏产品, MMO游戏]  ...           False   \n",
       " 32                                                 []  ...           False   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  ...           False   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  ...           False   \n",
       " 35                                                 []  ...           False   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  ...           False   \n",
       " 37                                             [增长产品]  ...           False   \n",
       " 38                                                 []  ...           False   \n",
       " 39                                             [数据分析]  ...           False   \n",
       " \n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       " 0                  3-5年                  本科             B轮   \n",
       " 1                 5-10年                统招本科            NaN   \n",
       " 2                 5-10年                  硕士          融资未公开   \n",
       " 3                  3-5年                  硕士            NaN   \n",
       " 4                  3-5年                  本科            NaN   \n",
       " 5                  经验不限                统招本科            已上市   \n",
       " 6                  1-3年                统招本科            已上市   \n",
       " 7                  3-5年                  本科            NaN   \n",
       " 8                  经验不限                  本科             D轮   \n",
       " 9                  3-5年                  大专            NaN   \n",
       " 10                5-10年               本科及以上          融资未公开   \n",
       " 11                 3-5年               本科及以上            已上市   \n",
       " 12                5-10年                  本科            NaN   \n",
       " 13                 3-5年                  本科            NaN   \n",
       " 14                 3-5年                统招本科         沪深A股上市   \n",
       " 15                 3-5年                  本科         沪深A股上市   \n",
       " 16                5-10年                  硕士            NaN   \n",
       " 17                5-10年               本科及以上          融资未公开   \n",
       " 18                5-10年                  本科            NaN   \n",
       " 19                 经验不限                学历不限          融资未公开   \n",
       " 20                 3-5年                  硕士          融资未公开   \n",
       " 21                 3-5年                  本科             其他   \n",
       " 22                 3-5年                  本科            NaN   \n",
       " 23                5-10年                  本科            NaN   \n",
       " 24                 经验不限                统招本科            已上市   \n",
       " 25                 1-3年                  硕士           港股上市   \n",
       " 26                5-10年                  本科            NaN   \n",
       " 27                5-10年                统招本科           美股上市   \n",
       " 28                5-10年                  本科            NaN   \n",
       " 29                 1-3年               本科及以上          融资未公开   \n",
       " 30                5-10年                统招本科          融资未公开   \n",
       " 31                 3-5年                统招本科          融资未公开   \n",
       " 32                10年以上                统招本科          融资未公开   \n",
       " 33                 3-5年                  本科            已上市   \n",
       " 34                5-10年                统招本科          融资未公开   \n",
       " 35                5-10年               本科及以上            NaN   \n",
       " 36                5-10年                  本科            已上市   \n",
       " 37                 3-5年                统招本科            NaN   \n",
       " 38                5-10年                  本科            NaN   \n",
       " 39                 3-5年                  本科          科创板上市   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry     comp.compName  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg          基金/证券/期货              盈米基金   \n",
       " 1   5fdc38169b3439706a19fd5901u.png           办公用品/设备           辉柏嘉(中国)   \n",
       " 2   648fbf95b7732f1e292621c406u.png             批发/零售    卡尔蔡司光学(广州)有限公司   \n",
       " 3   6274ee6d04a5ff469b10880402u.png            贸易/进出口              仙婷集团   \n",
       " 4   61b07937d0458d53c627567e02u.jpg              IT服务    广州市新目标电子商务有限公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           制药/生物工程          大型制药集团公司   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                制药            复星医药集团   \n",
       " 7   6274ee6d04a5ff469b10880402u.png            贸易/进出口              仙婷集团   \n",
       " 8   60a497de907306298575785f03u.png              人工智能        文远知行WeRide   \n",
       " 9   5bfe982174719df0ac995ebc03a.png       电子/半导体/集成电路              得意电子   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          广告/公关/会展   某广州广告/公关/会展上市公司   \n",
       " 12  5952237b7032381b6822192505a.jpg              医疗器械               丹纳赫   \n",
       " 13  555c2acba3109367c320a8c601a.png                日化              曼秀雷敦   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png          广告/公关/会展  广东因赛品牌营销集团股份有限公司   \n",
       " 15  5cc116c89fae687d43343d7308u.png              通信设备              润建股份   \n",
       " 16  59dc78457832e11b880f044c05a.png            专业技术服务      即能科技(广州)有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                日化         某国内大型日化公司   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png               互联网      嫚熙控股(广州)有限公司   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   某广州大型食品/饮料/酒水公司   \n",
       " 20  5bfe8edd74719d35745a548603a.png                制药     广东环凯微生物科技有限公司   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png             计算机软件              汇丰软件   \n",
       " 22  628c584cb244352e0e92248608u.png          服装/纺织/皮革             斯凯奇中国   \n",
       " 23  628c584cb244352e0e92248608u.png          服装/纺织/皮革             斯凯奇中国   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png              医疗器械       某北京医疗器械上市公司   \n",
       " 25  5bfe916674719d35745ad29703a.png                制药              康方生物   \n",
       " 26  555c2acba3109367c320a8c601a.png                日化              曼秀雷敦   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png               互联网             Baidu   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png               互联网      嫚熙控股(广州)有限公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                日化        某国内大型快消品公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                日化         某广州大型日化公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材      某天津电气机械/器材公司   \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png               互联网    上海汉得信息技术股份有限公司   \n",
       " 34  5bfe8edd74719d35745a548603a.png                制药     广东环凯微生物科技有限公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材      某广州电气机械/器材公司   \n",
       " 36  5ff42565bebf7311a41e860005u.png                游戏              广州百田   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png              IT服务         恩梯梯数据(中国)   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png              IT服务         恩梯梯数据(中国)   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png                游戏      英雄互娱科技股份有限公司   \n",
       " \n",
       "     comp.compId comp.compScale                                 comp.link  \n",
       " 0     9954019.0       100-499人   https://www.liepin.com/company/9954019/  \n",
       " 1     8094471.0       500-999人   https://www.liepin.com/company/8094471/  \n",
       " 2     7977404.0       500-999人   https://www.liepin.com/company/7977404/  \n",
       " 3     8112968.0         50-99人   https://www.liepin.com/company/8112968/  \n",
       " 4    13315477.0       100-499人  https://www.liepin.com/company/13315477/  \n",
       " 5           NaN       10000人以上                                            \n",
       " 6     7023768.0       10000人以上   https://www.liepin.com/company/7023768/  \n",
       " 7     8112968.0         50-99人   https://www.liepin.com/company/8112968/  \n",
       " 8     9491766.0       100-499人   https://www.liepin.com/company/9491766/  \n",
       " 9     7892168.0       10000人以上   https://www.liepin.com/company/7892168/  \n",
       " 10          NaN       10000人以上                                            \n",
       " 11          NaN       100-499人                                            \n",
       " 12    8506529.0    5000-10000人   https://www.liepin.com/company/8506529/  \n",
       " 13    2061455.0       500-999人   https://www.liepin.com/company/2061455/  \n",
       " 14    9146475.0       100-499人   https://www.liepin.com/company/9146475/  \n",
       " 15    7863327.0    5000-10000人   https://www.liepin.com/company/7863327/  \n",
       " 16    9283329.0          1-49人   https://www.liepin.com/company/9283329/  \n",
       " 17          NaN     2000-5000人                                            \n",
       " 18    9660700.0     1000-2000人   https://www.liepin.com/company/9660700/  \n",
       " 19          NaN       10000人以上                                            \n",
       " 20    7932064.0       100-499人   https://www.liepin.com/company/7932064/  \n",
       " 21    2664546.0     2000-5000人   https://www.liepin.com/company/2664546/  \n",
       " 22   13032765.0     2000-5000人  https://www.liepin.com/company/13032765/  \n",
       " 23   13032765.0     2000-5000人  https://www.liepin.com/company/13032765/  \n",
       " 24          NaN       500-999人                                            \n",
       " 25    8275623.0     2000-5000人   https://www.liepin.com/company/8275623/  \n",
       " 26    2061455.0       500-999人   https://www.liepin.com/company/2061455/  \n",
       " 27     884492.0       10000人以上    https://www.liepin.com/company/884492/  \n",
       " 28    9660700.0     1000-2000人   https://www.liepin.com/company/9660700/  \n",
       " 29          NaN     2000-5000人                                            \n",
       " 30          NaN       10000人以上                                            \n",
       " 31          NaN       10000人以上                                            \n",
       " 32          NaN       100-499人                                            \n",
       " 33    8361671.0       10000人以上   https://www.liepin.com/company/8361671/  \n",
       " 34    7932064.0       100-499人   https://www.liepin.com/company/7932064/  \n",
       " 35          NaN          1-49人                                            \n",
       " 36     803274.0       500-999人    https://www.liepin.com/company/803274/  \n",
       " 37    6629285.0     2000-5000人   https://www.liepin.com/company/6629285/  \n",
       " 38    6629285.0     2000-5000人   https://www.liepin.com/company/6629285/  \n",
       " 39    8307104.0     1000-2000人   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       " 1   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...   \n",
       " 2   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"赵女士\",\"userId\":\"5d9f492327569...   \n",
       " 9   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...   \n",
       " 10  {\"recruiterName\":\"刘女士\",\"userId\":\"54b6a6960c793...   \n",
       " 11  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 12  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...   \n",
       " 13  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 15  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 16  {\"recruiterName\":\"刘女士\",\"userId\":\"54b6a6960c793...   \n",
       " 17  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...   \n",
       " 18  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 19  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 20  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 21  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...   \n",
       " 22  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 23  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 25  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 26  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 27  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...   \n",
       " 28  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...   \n",
       " 29  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 30  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...   \n",
       " 32  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...   \n",
       " 33  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...   \n",
       " 34  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 35  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 37  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 38  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 39  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " \n",
       "                                            job.labels job.refreshTime  job.dq  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  20230621091013      广州   \n",
       " 1                                                  []  20230620093052  广州-南沙区   \n",
       " 2                                                  []  20230619103414      广州   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230621113158  广州-天河区   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  20230410215438  广州-番禺区   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  20230623105114      广州   \n",
       " 6                                            [神外, 医生]  20230428143658  广州-越秀区   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230621113158  广州-天河区   \n",
       " 8                                                  []  20230531104122  广州-天河区   \n",
       " 9                                                  []  20230616103702  广州-天河区   \n",
       " 10                                       [to B, to G]  20230613181053  广州-番禺区   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  20230620082118      广州   \n",
       " 12                                   [产品设计, AI人工智能产品]  20230609172939      广州   \n",
       " 13                                             [游戏行业]  20230608172448  广州-天河区   \n",
       " 14                                                 []  20230623110418  广州-天河区   \n",
       " 15                                                 []  20230619115334  广州-天河区   \n",
       " 16                                       [to B, to G]  20230613180028  广州-番禺区   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  20230614105714  广州-番禺区   \n",
       " 18                                                 []  20230602115342      广州   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711  广州-天河区   \n",
       " 20                                   [化妆品, 消费品, 产品开发]  20230411142619      广州   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  20230607171157  广州-白云区   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230616173005  广州-越秀区   \n",
       " 23                                             [to C]  20230413114524      广州   \n",
       " 24                                                 []  20210913204744      广州   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  20221116184947  广州-天河区   \n",
       " 26                                                 []  20230206112123  广州-天河区   \n",
       " 27                                             [医院器械]  20230607104618      广州   \n",
       " 28                                                 []  20230606111659  广州-白云区   \n",
       " 29                                             [泌尿外科]  20230321153342  广州-越秀区   \n",
       " 30                                                 []  20230619115334  广州-天河区   \n",
       " 31                                      [游戏产品, MMO游戏]  20230602143605      广州   \n",
       " 32                                             [to C]  20230524161531      广州   \n",
       " 33                                                 []  20230609165939      广州   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  20220928174530  广州-天河区   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  20230621104001      广州   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  20230606134705  广州-黄埔区   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  20230329180701  广州-番禺区   \n",
       " 38                                             [品牌策划]  20230520104442  广州-白云区   \n",
       " 39                                                 []  20230425143147  广州-海珠区   \n",
       " \n",
       "                                        job.title  job.salary job.jobId  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  56376837   \n",
       " 1                                     项目管理PM(广州)  10-20k·14薪  33787845   \n",
       " 2                                           产品经理        薪资面议  58733143   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       " 4                            产品经理Product Manager      20-25k  57679297   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  46856955   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  58215521   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  58973463   \n",
       " 9                      Product Marketing Manager  18-25k·14薪  58956493   \n",
       " 10                               product manager      30-50k  46959085   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  57223711   \n",
       " 12                                      AI营销产品经理      12-24k  46870615   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  46215899   \n",
       " 14                    Automation Product Manager  20-40k·13薪  56876529   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       " 16                                          产品经理      20-30k  46958655   \n",
       " 17                                    AIGC营销产品经理      20-35k  59317515   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  35923437   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  45187159   \n",
       " 21                                        产品策划经理      18-30k  58870277   \n",
       " 22                                          产品经理  18-40k·14薪  30477665   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  44978805   \n",
       " 24                                        数码产品经理        薪资面议  43037645   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  55829685   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  46777103   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  59110045   \n",
       " 29                                        医药产品经理  25-30k·14薪  57157157   \n",
       " 30                        Senior Product Manager  20-30k·13薪  58584023   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  46659839   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  46414125   \n",
       " 33                                          产品经理  20-25k·16薪  46869011   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  48905275   \n",
       " 35                              Product Manager       25-30k  45177357   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  59115121   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       " 38                                        产品策划经理      15-25k  55992453   \n",
       " 39                                        硬件产品经理  30-50k·14薪  45327891   \n",
       " \n",
       "    job.jobKind  job.topJob  ...                    recruiter.imId  \\\n",
       " 0            2        True  ...  52c4365602551576abcb385e72bd8d3d   \n",
       " 1            2        True  ...  6f058014d3ef83122982e990dc084411   \n",
       " 2            2        True  ...  a77e3547cf3d67c4ac4acac916df0e35   \n",
       " 3            2       False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4            2       False  ...  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 5            1       False  ...  2c9e72fbdf2bd8d599eeb040770b0b48   \n",
       " 6            2       False  ...  f8a500e0eab81d475153eb2d84a8b1de   \n",
       " 7            2       False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 8            2       False  ...  537ed57d5fd222add3a0457e92ea9bdb   \n",
       " 9            2       False  ...  6652e0af2060df2c160b5b344d4ef7b6   \n",
       " 10           1       False  ...  ab2fd292648338b7a8576116ff288909   \n",
       " 11           2       False  ...  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 12           1       False  ...  1534619dd0cbc81597cd4b0530f9e3f9   \n",
       " 13           1       False  ...  25a454b754ae73fd2972004574cc2f3b   \n",
       " 14           2       False  ...  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 15           2       False  ...  fb94d0eef421593a509db46caffb89c7   \n",
       " 16           1       False  ...  ab2fd292648338b7a8576116ff288909   \n",
       " 17           2       False  ...  fb316ba4a4eb308e6172c091f854d35c   \n",
       " 18           2       False  ...  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 19           2       False  ...  beff7093463e459a613348042573671f   \n",
       " 20           1       False  ...  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 21           2       False  ...  556085ce1cfb1ea84c7b9da341e06feb   \n",
       " 22           2       False  ...  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 23           1       False  ...  d9615c119bb132bd55a0b6511a508218   \n",
       " 24           2       False  ...  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25           2       False  ...  feaaf399e43a569d29323863fa1c0b93   \n",
       " 26           2       False  ...  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 27           1       False  ...  53c8427ff462afc6eb206e660be18459   \n",
       " 28           2       False  ...  f66b91de2a4984d02980490a0cdf2257   \n",
       " 29           2       False  ...  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 30           2       False  ...  fb94d0eef421593a509db46caffb89c7   \n",
       " 31           1       False  ...  06f4df96b4c6fd1861a8485668ee84be   \n",
       " 32           1       False  ...  cdd38888643756d4ef38cb0ce6f46cd7   \n",
       " 33           1       False  ...  69edf10a357b33f7bd1f3cfaeaaa47e3   \n",
       " 34           2       False  ...  9e5b45289ab5581e337193710fe42056   \n",
       " 35           1       False  ...  9cfdabc8878349689809d03804875792   \n",
       " 36           2       False  ...  767685575712890413dd84912f51618a   \n",
       " 37           2       False  ...  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 38           2       False  ...  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 39           1       False  ...  73f267275bfde46ce68ea511f8a9efc5   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0                     2   5f8f986aea60860b75384fab08u.jpg             B轮   \n",
       " 1                     2   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 2                     2   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 4                     2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 5                     2   6231b0d9da1d3077a00fb14c01u.png            已上市   \n",
       " 6                     2   5f8f986aea60860b75384fab08u.jpg            已上市   \n",
       " 7                     2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 8                     2   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 9                     2   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 10                    2   62e35bf252df9858ce41335203u.png            NaN   \n",
       " 11                    2   63a46574fd38b10039f0b94b05u.png             D轮   \n",
       " 12                    2   628e2c897f51e2499cd1bfbf04u.jpg            已上市   \n",
       " 13                    2   5f8fa3a6f6d1ab58476f322808u.png          融资未公开   \n",
       " 14                    2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 15                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 16                    2   62e35bf252df9858ce41335203u.png           战略融资   \n",
       " 17                    2   5f8f9863f6d1ab58476f246a08u.jpg         沪深A股上市   \n",
       " 18                    2   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 19                    2   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市   \n",
       " 20                    2   6100c9081d756a75997a266703u.jpg          融资未公开   \n",
       " 21                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 22                    2   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 23                    2   62f7aab56555120790d6013103u.png          融资未公开   \n",
       " 24                    2   5f8f986aea60860b75384fab08u.jpg             其他   \n",
       " 25                    2   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 26                    2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 27                    2   62a84fdfe9fa0e1ff408683002u.png            已上市   \n",
       " 28                    2   5f8f9866dfb13a7dee342f1808u.jpg           美股上市   \n",
       " 29                    2   5f8f986aea60860b75384fab08u.jpg           港股上市   \n",
       " 30                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 31                    2   637c93b834e8df2c1c647b1602u.png          融资未公开   \n",
       " 32                    2   6400c9110fa75b6cd95be96806u.png          融资未公开   \n",
       " 33                    2   648182a39830432e905baf2d04u.png          融资未公开   \n",
       " 34                    2   5f8f986779c7cc70efbf36c008u.jpg            已上市   \n",
       " 35                    2  6321be3095ee1c04143439eb01u.jpeg          融资未公开   \n",
       " 36                    2   5f8f98648dbe6273dcf8515508u.jpg          融资未公开   \n",
       " 37                    2   601baaab60c8320221e3c1d902u.png            已上市   \n",
       " 38                    2   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 39                    2   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry comp.compScale  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg          基金/证券/期货       100-499人   \n",
       " 1   5bfe982174719df0ac995ebc03a.png       电子/半导体/集成电路       10000人以上   \n",
       " 2   5fdc38169b3439706a19fd5901u.png           办公用品/设备       500-999人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png            贸易/进出口         50-99人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg              IT服务       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           制药/生物工程       10000人以上   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                制药       10000人以上   \n",
       " 7   6274ee6d04a5ff469b10880402u.png            贸易/进出口         50-99人   \n",
       " 8   5bfe926374719d9f609a6a1b03a.png           其他商务服务业       500-999人   \n",
       " 9   648fbf95b7732f1e292621c406u.png             批发/零售       500-999人   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              IT服务       100-499人   \n",
       " 11  60a497de907306298575785f03u.png              人工智能       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          广告/公关/会展       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png             计算机软件       10000人以上   \n",
       " 14  5952237b7032381b6822192505a.jpg              医疗器械    5000-10000人   \n",
       " 15  555c2acba3109367c320a8c601a.png                日化       500-999人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png              医疗器械       100-499人   \n",
       " 17  5bfe9d9f74719d2aa34b6af203a.png          广告/公关/会展       100-499人   \n",
       " 18  5bfe8edd74719d35745a548603a.png                制药       100-499人   \n",
       " 19  5cc116c89fae687d43343d7308u.png              通信设备    5000-10000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                日化     2000-5000人   \n",
       " 21  5f30a76e556e7a7b1280cc3006u.png               互联网     1000-2000人   \n",
       " 22  59dc78457832e11b880f044c05a.png            专业技术服务          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水       10000人以上   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png             计算机软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png          服装/纺织/皮革     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png          服装/纺织/皮革     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png              医疗器械       500-999人   \n",
       " 28  5bfe93af74719d9f609aaaef03a.png               互联网       10000人以上   \n",
       " 29  5bfe916674719d35745ad29703a.png                制药     2000-5000人   \n",
       " 30  555c2acba3109367c320a8c601a.png                日化       500-999人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png             计算机软件       10000人以上   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                日化       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材       100-499人   \n",
       " 34  5ff42565bebf7311a41e860005u.png                游戏       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                日化     2000-5000人   \n",
       " 36  5bfe8edd74719d35745a548603a.png                制药       100-499人   \n",
       " 37  5ed700f4ec4db462f82e4ddf01u.png               互联网       10000人以上   \n",
       " 38  5f30a76e556e7a7b1280cc3006u.png               互联网     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材          1-49人   \n",
       " \n",
       "        comp.compName comp.compId                                 comp.link  \n",
       " 0               盈米基金   9954019.0   https://www.liepin.com/company/9954019/  \n",
       " 1               得意电子   7892168.0   https://www.liepin.com/company/7892168/  \n",
       " 2            辉柏嘉(中国)   8094471.0   https://www.liepin.com/company/8094471/  \n",
       " 3               仙婷集团   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 4     广州市新目标电子商务有限公司  13315477.0  https://www.liepin.com/company/13315477/  \n",
       " 5           大型制药集团公司         NaN                                            \n",
       " 6             复星医药集团   7023768.0   https://www.liepin.com/company/7023768/  \n",
       " 7               仙婷集团   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 8   安永全球商务服务(大连)有限公司   8806497.0   https://www.liepin.com/company/8806497/  \n",
       " 9     卡尔蔡司光学(广州)有限公司   7977404.0   https://www.liepin.com/company/7977404/  \n",
       " 10             某知名公司         NaN                                            \n",
       " 11        文远知行WeRide   9491766.0   https://www.liepin.com/company/9491766/  \n",
       " 12   某广州广告/公关/会展上市公司         NaN                                            \n",
       " 13      某广州大型计算机软件公司         NaN                                            \n",
       " 14               丹纳赫   8506529.0   https://www.liepin.com/company/8506529/  \n",
       " 15              曼秀雷敦   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 16         某北京医疗器械公司         NaN                                            \n",
       " 17  广东因赛品牌营销集团股份有限公司   9146475.0   https://www.liepin.com/company/9146475/  \n",
       " 18     广东环凯微生物科技有限公司   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 19              润建股份   7863327.0   https://www.liepin.com/company/7863327/  \n",
       " 20         某国内大型日化公司         NaN                                            \n",
       " 21      嫚熙控股(广州)有限公司   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 22      即能科技(广州)有限公司   9283329.0   https://www.liepin.com/company/9283329/  \n",
       " 23   某广州大型食品/饮料/酒水公司         NaN                                            \n",
       " 24              汇丰软件   2664546.0   https://www.liepin.com/company/2664546/  \n",
       " 25             斯凯奇中国  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 26             斯凯奇中国  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 27       某北京医疗器械上市公司         NaN                                            \n",
       " 28             Baidu    884492.0    https://www.liepin.com/company/884492/  \n",
       " 29              康方生物   8275623.0   https://www.liepin.com/company/8275623/  \n",
       " 30              曼秀雷敦   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 31      某广州大型计算机软件公司         NaN                                            \n",
       " 32         某广州大型日化公司         NaN                                            \n",
       " 33      某天津电气机械/器材公司         NaN                                            \n",
       " 34              广州百田    803274.0    https://www.liepin.com/company/803274/  \n",
       " 35        某国内大型快消品公司         NaN                                            \n",
       " 36     广东环凯微生物科技有限公司   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 37    上海汉得信息技术股份有限公司   8361671.0   https://www.liepin.com/company/8361671/  \n",
       " 38      嫚熙控股(广州)有限公司   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 39      某广州电气机械/器材公司         NaN                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 39  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58956493   \n",
       " 2                                                  []           2  58733143   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "    job.refreshTime  job.dq                                     job.title  \\\n",
       " 0   20230621091013      广州                              C端高级产品经理(J10043)   \n",
       " 1   20230616103702  广州-天河区                     Product Marketing Manager   \n",
       " 2   20230619103414      广州                                          产品经理   \n",
       " 3   20230621113158  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 4   20230410215438  广州-番禺区                           产品经理Product Manager   \n",
       " 5   20230623105114      广州                                  产品经理PM（化药针剂）   \n",
       " 6   20230428143658  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7   20230621113158  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   20230620082118      广州                                  自动驾驶（硬件）产品经理   \n",
       " 9   20230620093052  广州-南沙区                                    项目管理PM(广州)   \n",
       " 10  20230608172448  广州-天河区                                  高级产品PM（ARPG）   \n",
       " 11  20230609172939      广州                                      AI营销产品经理   \n",
       " 12  20230623110418  广州-天河区                    Automation Product Manager   \n",
       " 13  20230619115334  广州-天河区   Assistant Product Manager / Product Manager   \n",
       " 14  20230614105714  广州-番禺区                                    AIGC营销产品经理   \n",
       " 15  20230221094711  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 16  20230616173005  广州-越秀区                                          产品经理   \n",
       " 17  20230411142619      广州  Assistant Product Manager / Product Manager    \n",
       " 18  20230607171157  广州-白云区                                        产品策划经理   \n",
       " 19  20230413114524      广州                          eWMS Product Manager   \n",
       " 20  20230602115342      广州                                  产品经理（工业消洗产品）   \n",
       " 21  20210913204744      广州                                        数码产品经理   \n",
       " 22  20221116184947  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 23  20230206112123  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 24  20230607104618      广州                                     市场经理/产品经理   \n",
       " 25  20230321153342  广州-越秀区                                        医药产品经理   \n",
       " 26  20230619115334  广州-天河区                        Senior Product Manager   \n",
       " 27  20230606111659  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)   \n",
       " 28  20230520104442  广州-白云区                                        产品策划经理   \n",
       " 29  20230621104001      广州                              Product Manager    \n",
       " 30  20230524161531      广州                          eWMS Product Manager   \n",
       " 31  20230602143605      广州                                游戏高级美术PM（大厂正编）   \n",
       " 32  20230609165939      广州                                          产品经理   \n",
       " 33  20230329180701  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 34  20230606134705  广州-黄埔区                            微生物检测产品经理（制药行业/双休）   \n",
       " 35  20230425143147  广州-海珠区                                        硬件产品经理   \n",
       " 36  20220928174530  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 37  20210615114605      广州                                          活动PM   \n",
       " 38  20200728103437  广州-天河区                                        数字营销PM   \n",
       " 39  20200921191755  广州-海珠区                                          游戏PM   \n",
       " \n",
       "     job.salary  job.topJob  ... recruiter.recruiterName  \\\n",
       " 0   15-30k·15薪        True  ...                     王先生   \n",
       " 1   18-25k·14薪        True  ...                     黄女士   \n",
       " 2         薪资面议        True  ...                     李女士   \n",
       " 3         薪资面议       False  ...                     吴女士   \n",
       " 4       20-25k       False  ...                     樊女士   \n",
       " 5   25-30k·14薪       False  ...                     周先生   \n",
       " 6   12-15k·15薪       False  ...                     张先生   \n",
       " 7         薪资面议       False  ...                     吴女士   \n",
       " 8   25-40k·15薪       False  ...                     程先生   \n",
       " 9   10-20k·14薪       False  ...                     谢女士   \n",
       " 10  20-35k·14薪       False  ...                     戴先生   \n",
       " 11      12-24k       False  ...                     郭女士   \n",
       " 12  20-40k·13薪       False  ...                     王女士   \n",
       " 13  15-25k·13薪       False  ...                     谢女士   \n",
       " 14      20-35k       False  ...                     王女士   \n",
       " 15       6-10k       False  ...                     黎先生   \n",
       " 16  18-40k·14薪       False  ...               Keli Tang   \n",
       " 17  18-30k·13薪       False  ...                     宋女士   \n",
       " 18      18-30k       False  ...                     黄女士   \n",
       " 19  20-40k·15薪       False  ...                     林先生   \n",
       " 20      12-30k       False  ...                     陈女士   \n",
       " 21        薪资面议       False  ...                     张先生   \n",
       " 22  14-28k·16薪       False  ...                     陈先生   \n",
       " 23      15-25k       False  ...                     林女士   \n",
       " 24  30-40k·15薪       False  ...                     卿女士   \n",
       " 25  25-30k·14薪       False  ...                     刘先生   \n",
       " 26  20-30k·13薪       False  ...                     谢女士   \n",
       " 27  20-40k·16薪       False  ...                     贾女士   \n",
       " 28      15-25k       False  ...                     郑先生   \n",
       " 29      25-30k       False  ...                     孙女士   \n",
       " 30  30-50k·14薪       False  ...                     陈女士   \n",
       " 31  20-35k·16薪       False  ...                     叶女士   \n",
       " 32  20-25k·16薪       False  ...                     宗先生   \n",
       " 33      11-22k       False  ...                     俞女士   \n",
       " 34  15-20k·16薪       False  ...                     陈女士   \n",
       " 35  30-50k·14薪       False  ...                     唐女士   \n",
       " 36  20-28k·13薪       False  ...                     唐女士   \n",
       " 37        薪资面议       False  ...                     刘女士   \n",
       " 38        薪资面议       False  ...                     刘女士   \n",
       " 39  15-30k·13薪       False  ...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg       100-499人   \n",
       " 1                        HR   5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 2                        HR   5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png       10000人以上   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg       10000人以上   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png       100-499人   \n",
       " 9                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png       10000人以上   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg       100-499人   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 14                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 15                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg     2000-5000人   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人   \n",
       " 19                     猎头顾问   62f7aab56555120790d6013103u.png       10000人以上   \n",
       " 20                       HR   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png       500-999人   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 28                      HRM   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       " 29                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg     2000-5000人   \n",
       " 30                     猎头顾问   6400c9110fa75b6cd95be96806u.png       10000人以上   \n",
       " 31                     猎头顾问   637c93b834e8df2c1c647b1602u.png       10000人以上   \n",
       " 32                     猎头顾问   648182a39830432e905baf2d04u.png       100-499人   \n",
       " 33                       HR   601baaab60c8320221e3c1d902u.png       10000人以上   \n",
       " 34                            5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 35                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png          1-49人   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg     1000-2000人   \n",
       " \n",
       "    comp.compId     comp.compName comp.compStage  \\\n",
       " 0    9954019.0              盈米基金             B轮   \n",
       " 1    7977404.0    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 2    8094471.0           辉柏嘉(中国)            NaN   \n",
       " 3    8112968.0              仙婷集团            NaN   \n",
       " 4   13315477.0    广州市新目标电子商务有限公司            NaN   \n",
       " 5          NaN          大型制药集团公司            已上市   \n",
       " 6    7023768.0            复星医药集团            已上市   \n",
       " 7    8112968.0              仙婷集团            NaN   \n",
       " 8    9491766.0        文远知行WeRide             D轮   \n",
       " 9    7892168.0              得意电子            NaN   \n",
       " 10         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 11         NaN   某广州广告/公关/会展上市公司            已上市   \n",
       " 12   8506529.0               丹纳赫            NaN   \n",
       " 13   2061455.0              曼秀雷敦            NaN   \n",
       " 14   9146475.0  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15   7863327.0              润建股份         沪深A股上市   \n",
       " 16   9283329.0      即能科技(广州)有限公司            NaN   \n",
       " 17         NaN         某国内大型日化公司          融资未公开   \n",
       " 18   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 19         NaN   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21   2664546.0              汇丰软件             其他   \n",
       " 22  13032765.0             斯凯奇中国            NaN   \n",
       " 23  13032765.0             斯凯奇中国            NaN   \n",
       " 24         NaN       某北京医疗器械上市公司            已上市   \n",
       " 25   8275623.0              康方生物           港股上市   \n",
       " 26   2061455.0              曼秀雷敦            NaN   \n",
       " 27    884492.0             Baidu           美股上市   \n",
       " 28   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 29         NaN        某国内大型快消品公司          融资未公开   \n",
       " 30         NaN         某广州大型日化公司          融资未公开   \n",
       " 31         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 32         NaN      某天津电气机械/器材公司          融资未公开   \n",
       " 33   8361671.0    上海汉得信息技术股份有限公司            已上市   \n",
       " 34   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35         NaN      某广州电气机械/器材公司            NaN   \n",
       " 36    803274.0              广州百田            已上市   \n",
       " 37   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 38   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 39   8307104.0      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo  comp.compIndustry  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg           基金/证券/期货   \n",
       " 1   648fbf95b7732f1e292621c406u.png              批发/零售   \n",
       " 2   5fdc38169b3439706a19fd5901u.png            办公用品/设备   \n",
       " 3   6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4   61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            制药/生物工程   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                 制药   \n",
       " 7   6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 8   60a497de907306298575785f03u.png               人工智能   \n",
       " 9   5bfe982174719df0ac995ebc03a.png        电子/半导体/集成电路   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png           广告/公关/会展   \n",
       " 12  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 13  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png           广告/公关/会展   \n",
       " 15  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 16  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 20  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 22  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 23  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 25  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 26  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png                互联网   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 34  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 36  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png                 游戏   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/8094471/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/7892168/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/9146475/  \n",
       " 15   https://www.liepin.com/company/7863327/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/7932064/  \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28   https://www.liepin.com/company/9660700/  \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32                                            \n",
       " 33   https://www.liepin.com/company/8361671/  \n",
       " 34   https://www.liepin.com/company/7932064/  \n",
       " 35                                            \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"...   \n",
       " 1   {\"userId\":\"df48f523e5944ace2bb2cd8f0cba2241\",\"...   \n",
       " 2   {\"userId\":\"32232aca46ec9ae7890a5a15a8902e2f\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 5   {\"userId\":\"e2bbf25c0098de6f7ef83d3cb1f32d26\",\"...   \n",
       " 6   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       " 7   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 8   {\"userId\":\"5d9f492327569d32d74478209a321e71\",\"...   \n",
       " 9   {\"userId\":\"dabc492e5cee942eda33e09d1e97f821\",\"...   \n",
       " 10  {\"userId\":\"54b6a6960c7937f7987078bf88c38a2f\",\"...   \n",
       " 11  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 12  {\"userId\":\"69b90c10c8cbeac8da05e8d349eaf13a\",\"...   \n",
       " 13  {\"userId\":\"6ead9a9d40a95e1521ca53f73fa20618\",\"...   \n",
       " 14  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 15  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       " 16  {\"userId\":\"54b6a6960c7937f7987078bf88c38a2f\",\"...   \n",
       " 17  {\"userId\":\"f0d591207ba759dbe49ae2b73366ae8c\",\"...   \n",
       " 18  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 19  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 20  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 21  {\"userId\":\"1b2d3c696b09ca69b0e5f3264419b081\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 26  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 27  {\"userId\":\"aca7c12a2f1b104743312380a6f25054\",\"...   \n",
       " 28  {\"userId\":\"869f1f21925b089fde2defcdfeb21fba\",\"...   \n",
       " 29  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 30  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       " 31  {\"userId\":\"0cb2b2501029d509e8cdea777f766f0c\",\"...   \n",
       " 32  {\"userId\":\"2c100205c7eb2c028df3dac679d77fed\",\"...   \n",
       " 33  {\"userId\":\"056815c015a3c3b4455d9756fea9d2c0\",\"...   \n",
       " 34  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 37  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 38  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 39  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256376837%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2258956493%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2258733143%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2246856955%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2258973463%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2233787845%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2246959085%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2257223711%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2246870615%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2246215899%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2256876529%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2257513943%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2246958655%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2259317515%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%2235923437%22%2C%22sfrom%22%...   \n",
       " 19  %7B%22jobId%22%3A%2256295007%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2245187159%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2258870277%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2230477665%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2244978805%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2243037645%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2250466807%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2255829685%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2246777103%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2259110045%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2257157157%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2258584023%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2246659839%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2246414125%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2246869011%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2248905275%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2245177357%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2259115121%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2257403583%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2255992453%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2245327891%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...   \n",
       " 1                                                  []   \n",
       " 2                                                  []   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]   \n",
       " 6                                            [神外, 医生]   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 8                                                  []   \n",
       " 9                                                  []   \n",
       " 10                                       [to B, to G]   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...   \n",
       " 12                                   [产品设计, AI人工智能产品]   \n",
       " 13                                             [游戏行业]   \n",
       " 14                                                 []   \n",
       " 15                                                 []   \n",
       " 16                                       [to B, to G]   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...   \n",
       " 18                                                 []   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...   \n",
       " 20                                   [化妆品, 消费品, 产品开发]   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 23                                             [to C]   \n",
       " 24                                                 []   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]   \n",
       " 26                                                 []   \n",
       " 27                                             [医院器械]   \n",
       " 28                                                 []   \n",
       " 29                                             [泌尿外科]   \n",
       " 30                                                 []   \n",
       " 31                                      [游戏产品, MMO游戏]   \n",
       " 32                                             [to C]   \n",
       " 33                                                 []   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...   \n",
       " 38                                             [品牌策划]   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  job.salary job.jobId  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  56376837   \n",
       " 1                      Product Marketing Manager  18-25k·14薪  58956493   \n",
       " 2                                           产品经理        薪资面议  58733143   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       " 4                            产品经理Product Manager      20-25k  57679297   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  46856955   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  58215521   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  58973463   \n",
       " 9                                     项目管理PM(广州)  10-20k·14薪  33787845   \n",
       " 10                               product manager      30-50k  46959085   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  57223711   \n",
       " 12                                      AI营销产品经理      12-24k  46870615   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  46215899   \n",
       " 14                    Automation Product Manager  20-40k·13薪  56876529   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       " 16                                          产品经理      20-30k  46958655   \n",
       " 17                                    AIGC营销产品经理      20-35k  59317515   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  35923437   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  45187159   \n",
       " 21                                        产品策划经理      18-30k  58870277   \n",
       " 22                                          产品经理  18-40k·14薪  30477665   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  44978805   \n",
       " 24                                        数码产品经理        薪资面议  43037645   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  55829685   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  46777103   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  59110045   \n",
       " 29                                        医药产品经理  25-30k·14薪  57157157   \n",
       " 30                        Senior Product Manager  20-30k·13薪  58584023   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  46659839   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  46414125   \n",
       " 33                                          产品经理  20-25k·16薪  46869011   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  48905275   \n",
       " 35                              Product Manager       25-30k  45177357   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  59115121   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       " 38                                        产品策划经理      15-25k  55992453   \n",
       " 39                                        硬件产品经理  30-50k·14薪  45327891   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink job.jobKind  job.dq  ...  \\\n",
       " 0                                            2      广州  ...   \n",
       " 1                                            2  广州-天河区  ...   \n",
       " 2                                            2      广州  ...   \n",
       " 3                                            2  广州-天河区  ...   \n",
       " 4                                            2  广州-番禺区  ...   \n",
       " 5              NaN             NaN           1      广州  ...   \n",
       " 6                                            2  广州-越秀区  ...   \n",
       " 7                                            2  广州-天河区  ...   \n",
       " 8                                            2  广州-天河区  ...   \n",
       " 9                                            2  广州-南沙区  ...   \n",
       " 10             NaN             NaN           1  广州-番禺区  ...   \n",
       " 11                                           2      广州  ...   \n",
       " 12             NaN             NaN           1      广州  ...   \n",
       " 13             NaN             NaN           1  广州-天河区  ...   \n",
       " 14                                           2  广州-天河区  ...   \n",
       " 15                                           2  广州-天河区  ...   \n",
       " 16             NaN             NaN           1  广州-番禺区  ...   \n",
       " 17                                           2  广州-番禺区  ...   \n",
       " 18                                           2      广州  ...   \n",
       " 19                                           2  广州-天河区  ...   \n",
       " 20             NaN             NaN           1      广州  ...   \n",
       " 21                                           2  广州-白云区  ...   \n",
       " 22                                           2  广州-越秀区  ...   \n",
       " 23             NaN             NaN           1      广州  ...   \n",
       " 24                                           2      广州  ...   \n",
       " 25                                           2  广州-天河区  ...   \n",
       " 26                                           2  广州-天河区  ...   \n",
       " 27             NaN             NaN           1      广州  ...   \n",
       " 28                                           2  广州-白云区  ...   \n",
       " 29                                           2  广州-越秀区  ...   \n",
       " 30                                           2  广州-天河区  ...   \n",
       " 31             NaN             NaN           1      广州  ...   \n",
       " 32             NaN             NaN           1      广州  ...   \n",
       " 33             NaN             NaN           1      广州  ...   \n",
       " 34                                           2  广州-天河区  ...   \n",
       " 35             NaN             NaN           1      广州  ...   \n",
       " 36                                           2  广州-黄埔区  ...   \n",
       " 37                                           2  广州-番禺区  ...   \n",
       " 38                                           2  广州-白云区  ...   \n",
       " 39             NaN             NaN           1  广州-海珠区  ...   \n",
       " \n",
       "    recruiter.imUserType             recruiter.recruiterId  \\\n",
       " 0                     2  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1                     2  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 2                     2  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 3                     2  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                     2  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                     2  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6                     2  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                     2  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                     2  5d9f492327569d32d74478209a321e71   \n",
       " 9                     2  dabc492e5cee942eda33e09d1e97f821   \n",
       " 10                    2  54b6a6960c7937f7987078bf88c38a2f   \n",
       " 11                    2  1147dd557533b4567e1472c76bc04ebd   \n",
       " 12                    2  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 13                    2  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 14                    2  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 15                    2  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 16                    2  54b6a6960c7937f7987078bf88c38a2f   \n",
       " 17                    2  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 18                    2  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 19                    2  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 20                    2  375a1dfe17607510a0693c119d820cfb   \n",
       " 21                    2  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 22                    2  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23                    2  ec2448066ad5cdf94f25083a3243b675   \n",
       " 24                    2  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                    2  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26                    2  308332da68f592edf82050c4b8bff969   \n",
       " 27                    2  aca7c12a2f1b104743312380a6f25054   \n",
       " 28                    2  869f1f21925b089fde2defcdfeb21fba   \n",
       " 29                    2  22ab2b1a88769c3259935c280d474240   \n",
       " 30                    2  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 31                    2  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32                    2  2c100205c7eb2c028df3dac679d77fed   \n",
       " 33                    2  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 34                    2  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 35                    2  47227c6fbfcd952686963be95b15422d   \n",
       " 36                    2  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 37                    2  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 38                    2  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 39                    2  1d96d00cfe919fa26a1adf5987777a35   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compStage  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg              B轮   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg           融资未公开   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg             NaN   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png             已上市   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg             已上市   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg             NaN   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg             NaN   \n",
       " 10   62e35bf252df9858ce41335203u.png             NaN   \n",
       " 11   63a46574fd38b10039f0b94b05u.png              D轮   \n",
       " 12   628e2c897f51e2499cd1bfbf04u.jpg             已上市   \n",
       " 13   5f8fa3a6f6d1ab58476f322808u.png           融资未公开   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 16   62e35bf252df9858ce41335203u.png            战略融资   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg          沪深A股上市   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg           融资未公开   \n",
       " 19   5f8f9868f6d1ab58476f24a008u.jpg          沪深A股上市   \n",
       " 20   6100c9081d756a75997a266703u.jpg           融资未公开   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg             NaN   \n",
       " 23   62f7aab56555120790d6013103u.png           融资未公开   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg              其他   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg             NaN   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 27   62a84fdfe9fa0e1ff408683002u.png             已上市   \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg            美股上市   \n",
       " 29   5f8f986aea60860b75384fab08u.jpg            港股上市   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 31   637c93b834e8df2c1c647b1602u.png           融资未公开   \n",
       " 32   6400c9110fa75b6cd95be96806u.png           融资未公开   \n",
       " 33   648182a39830432e905baf2d04u.png           融资未公开   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg             已上市   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg           融资未公开   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg           融资未公开   \n",
       " 37   601baaab60c8320221e3c1d902u.png             已上市   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg             NaN   \n",
       " 39   5f8fa3bddfb13a7dee343d7608u.png             NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg              盈米基金       100-499人   \n",
       " 1   648fbf95b7732f1e292621c406u.png    卡尔蔡司光学(广州)有限公司       500-999人   \n",
       " 2   5fdc38169b3439706a19fd5901u.png           辉柏嘉(中国)       500-999人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png              仙婷集团         50-99人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          大型制药集团公司       10000人以上   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png            复星医药集团       10000人以上   \n",
       " 7   6274ee6d04a5ff469b10880402u.png              仙婷集团         50-99人   \n",
       " 8   5bfe926374719d9f609a6a1b03a.png  安永全球商务服务(大连)有限公司       500-999人   \n",
       " 9   5bfe982174719df0ac995ebc03a.png              得意电子       10000人以上   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png             某知名公司       100-499人   \n",
       " 11  60a497de907306298575785f03u.png        文远知行WeRide       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png   某广州广告/公关/会展上市公司       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司       10000人以上   \n",
       " 14  5952237b7032381b6822192505a.jpg               丹纳赫    5000-10000人   \n",
       " 15  555c2acba3109367c320a8c601a.png              曼秀雷敦       500-999人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png         某北京医疗器械公司       100-499人   \n",
       " 17  5bfe9d9f74719d2aa34b6af203a.png  广东因赛品牌营销集团股份有限公司       100-499人   \n",
       " 18  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司       100-499人   \n",
       " 19  5cc116c89fae687d43343d7308u.png              润建股份    5000-10000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司     2000-5000人   \n",
       " 21  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 22  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司       10000人以上   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png              汇丰软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png             斯凯奇中国     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png             斯凯奇中国     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png       某北京医疗器械上市公司       500-999人   \n",
       " 28  5bfe93af74719d9f609aaaef03a.png             Baidu       10000人以上   \n",
       " 29  5bfe916674719d35745ad29703a.png              康方生物     2000-5000人   \n",
       " 30  555c2acba3109367c320a8c601a.png              曼秀雷敦       500-999人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司       10000人以上   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某广州大型日化公司       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png      某天津电气机械/器材公司       100-499人   \n",
       " 34  5ff42565bebf7311a41e860005u.png              广州百田       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司     2000-5000人   \n",
       " 36  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司       100-499人   \n",
       " 37  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司       10000人以上   \n",
       " 38  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司          1-49人   \n",
       " \n",
       "    comp.compIndustry comp.compId                                 comp.link  \n",
       " 0           基金/证券/期货   9954019.0   https://www.liepin.com/company/9954019/  \n",
       " 1              批发/零售   7977404.0   https://www.liepin.com/company/7977404/  \n",
       " 2            办公用品/设备   8094471.0   https://www.liepin.com/company/8094471/  \n",
       " 3             贸易/进出口   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 4               IT服务  13315477.0  https://www.liepin.com/company/13315477/  \n",
       " 5            制药/生物工程         NaN                                            \n",
       " 6                 制药   7023768.0   https://www.liepin.com/company/7023768/  \n",
       " 7             贸易/进出口   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 8            其他商务服务业   8806497.0   https://www.liepin.com/company/8806497/  \n",
       " 9        电子/半导体/集成电路   7892168.0   https://www.liepin.com/company/7892168/  \n",
       " 10              IT服务         NaN                                            \n",
       " 11              人工智能   9491766.0   https://www.liepin.com/company/9491766/  \n",
       " 12          广告/公关/会展         NaN                                            \n",
       " 13             计算机软件         NaN                                            \n",
       " 14              医疗器械   8506529.0   https://www.liepin.com/company/8506529/  \n",
       " 15                日化   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 16              医疗器械         NaN                                            \n",
       " 17          广告/公关/会展   9146475.0   https://www.liepin.com/company/9146475/  \n",
       " 18                制药   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 19              通信设备   7863327.0   https://www.liepin.com/company/7863327/  \n",
       " 20                日化         NaN                                            \n",
       " 21               互联网   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 22            专业技术服务   9283329.0   https://www.liepin.com/company/9283329/  \n",
       " 23          食品/饮料/酒水         NaN                                            \n",
       " 24             计算机软件   2664546.0   https://www.liepin.com/company/2664546/  \n",
       " 25          服装/纺织/皮革  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 26          服装/纺织/皮革  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 27              医疗器械         NaN                                            \n",
       " 28               互联网    884492.0    https://www.liepin.com/company/884492/  \n",
       " 29                制药   8275623.0   https://www.liepin.com/company/8275623/  \n",
       " 30                日化   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 31             计算机软件         NaN                                            \n",
       " 32                日化         NaN                                            \n",
       " 33           电气机械/器材         NaN                                            \n",
       " 34                游戏    803274.0    https://www.liepin.com/company/803274/  \n",
       " 35                日化         NaN                                            \n",
       " 36                制药   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 37               互联网   8361671.0   https://www.liepin.com/company/8361671/  \n",
       " 38               互联网   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 39           电气机械/器材         NaN                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"4e54ac2e3b974628242a2...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"df48f523e5944ace2bb2c...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"32232aca46ec9ae7890a5...   \n",
       " 3   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...   \n",
       " 5   {\"jobKind\":\"1\",\"userId\":\"e2bbf25c0098de6f7ef83...   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"5445ba45a2189a2b1a078...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 8   {\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...   \n",
       " 9   {\"jobKind\":\"2\",\"userId\":\"dabc492e5cee942eda33e...   \n",
       " 10  {\"jobKind\":\"1\",\"userId\":\"6ead9a9d40a95e1521ca5...   \n",
       " 11  {\"jobKind\":\"1\",\"userId\":\"69b90c10c8cbeac8da05e...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"ccfed7449a759b2cf7778...   \n",
       " 14  {\"jobKind\":\"2\",\"userId\":\"f0d591207ba759dbe49ae...   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...   \n",
       " 17  {\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...   \n",
       " 18  {\"jobKind\":\"2\",\"userId\":\"1b2d3c696b09ca69b0e5f...   \n",
       " 19  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...   \n",
       " 24  {\"jobKind\":\"1\",\"userId\":\"aca7c12a2f1b104743312...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"ccfed7449a759b2cf7778...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"869f1f21925b089fde2de...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       " 29  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...   \n",
       " 30  {\"jobKind\":\"1\",\"userId\":\"2c100205c7eb2c028df3d...   \n",
       " 31  {\"jobKind\":\"1\",\"userId\":\"0cb2b2501029d509e8cde...   \n",
       " 32  {\"jobKind\":\"1\",\"userId\":\"056815c015a3c3b4455d9...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       " 35  {\"jobKind\":\"1\",\"userId\":\"1d96d00cfe919fa26a1ad...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58956493   \n",
       " 2                                                  []           2  58733143   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "    job.refreshTime  job.dq                                     job.title  \\\n",
       " 0   20230621091013      广州                              C端高级产品经理(J10043)   \n",
       " 1   20230616103702  广州-天河区                     Product Marketing Manager   \n",
       " 2   20230619103414      广州                                          产品经理   \n",
       " 3   20230621113158  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 4   20230410215438  广州-番禺区                           产品经理Product Manager   \n",
       " 5   20230623105114      广州                                  产品经理PM（化药针剂）   \n",
       " 6   20230428143658  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7   20230621113158  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   20230620082118      广州                                  自动驾驶（硬件）产品经理   \n",
       " 9   20230620093052  广州-南沙区                                    项目管理PM(广州)   \n",
       " 10  20230608172448  广州-天河区                                  高级产品PM（ARPG）   \n",
       " 11  20230609172939      广州                                      AI营销产品经理   \n",
       " 12  20230623110418  广州-天河区                    Automation Product Manager   \n",
       " 13  20230619115334  广州-天河区   Assistant Product Manager / Product Manager   \n",
       " 14  20230614105714  广州-番禺区                                    AIGC营销产品经理   \n",
       " 15  20230221094711  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 16  20230616173005  广州-越秀区                                          产品经理   \n",
       " 17  20230411142619      广州  Assistant Product Manager / Product Manager    \n",
       " 18  20230607171157  广州-白云区                                        产品策划经理   \n",
       " 19  20230413114524      广州                          eWMS Product Manager   \n",
       " 20  20230602115342      广州                                  产品经理（工业消洗产品）   \n",
       " 21  20210913204744      广州                                        数码产品经理   \n",
       " 22  20221116184947  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 23  20230206112123  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 24  20230607104618      广州                                     市场经理/产品经理   \n",
       " 25  20230321153342  广州-越秀区                                        医药产品经理   \n",
       " 26  20230619115334  广州-天河区                        Senior Product Manager   \n",
       " 27  20230606111659  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)   \n",
       " 28  20230520104442  广州-白云区                                        产品策划经理   \n",
       " 29  20230621104001      广州                              Product Manager    \n",
       " 30  20230524161531      广州                          eWMS Product Manager   \n",
       " 31  20230602143605      广州                                游戏高级美术PM（大厂正编）   \n",
       " 32  20230609165939      广州                                          产品经理   \n",
       " 33  20230329180701  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 34  20230606134705  广州-黄埔区                            微生物检测产品经理（制药行业/双休）   \n",
       " 35  20230425143147  广州-海珠区                                        硬件产品经理   \n",
       " 36  20220928174530  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 37  20210615114605      广州                                          活动PM   \n",
       " 38  20200728103437  广州-天河区                                        数字营销PM   \n",
       " 39  20200921191755  广州-海珠区                                          游戏PM   \n",
       " \n",
       "     job.salary  job.topJob  ... recruiter.recruiterName  \\\n",
       " 0   15-30k·15薪        True  ...                     王先生   \n",
       " 1   18-25k·14薪        True  ...                     黄女士   \n",
       " 2         薪资面议        True  ...                     李女士   \n",
       " 3         薪资面议       False  ...                     吴女士   \n",
       " 4       20-25k       False  ...                     樊女士   \n",
       " 5   25-30k·14薪       False  ...                     周先生   \n",
       " 6   12-15k·15薪       False  ...                     张先生   \n",
       " 7         薪资面议       False  ...                     吴女士   \n",
       " 8   25-40k·15薪       False  ...                     程先生   \n",
       " 9   10-20k·14薪       False  ...                     谢女士   \n",
       " 10  20-35k·14薪       False  ...                     戴先生   \n",
       " 11      12-24k       False  ...                     郭女士   \n",
       " 12  20-40k·13薪       False  ...                     王女士   \n",
       " 13  15-25k·13薪       False  ...                     谢女士   \n",
       " 14      20-35k       False  ...                     王女士   \n",
       " 15       6-10k       False  ...                     黎先生   \n",
       " 16  18-40k·14薪       False  ...               Keli Tang   \n",
       " 17  18-30k·13薪       False  ...                     宋女士   \n",
       " 18      18-30k       False  ...                     黄女士   \n",
       " 19  20-40k·15薪       False  ...                     林先生   \n",
       " 20      12-30k       False  ...                     陈女士   \n",
       " 21        薪资面议       False  ...                     张先生   \n",
       " 22  14-28k·16薪       False  ...                     陈先生   \n",
       " 23      15-25k       False  ...                     林女士   \n",
       " 24  30-40k·15薪       False  ...                     卿女士   \n",
       " 25  25-30k·14薪       False  ...                     刘先生   \n",
       " 26  20-30k·13薪       False  ...                     谢女士   \n",
       " 27  20-40k·16薪       False  ...                     贾女士   \n",
       " 28      15-25k       False  ...                     郑先生   \n",
       " 29      25-30k       False  ...                     孙女士   \n",
       " 30  30-50k·14薪       False  ...                     陈女士   \n",
       " 31  20-35k·16薪       False  ...                     叶女士   \n",
       " 32  20-25k·16薪       False  ...                     宗先生   \n",
       " 33      11-22k       False  ...                     俞女士   \n",
       " 34  15-20k·16薪       False  ...                     陈女士   \n",
       " 35  30-50k·14薪       False  ...                     唐女士   \n",
       " 36  20-28k·13薪       False  ...                     唐女士   \n",
       " 37        薪资面议       False  ...                     刘女士   \n",
       " 38        薪资面议       False  ...                     刘女士   \n",
       " 39  15-30k·13薪       False  ...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg       100-499人   \n",
       " 1                        HR   5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 2                        HR   5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png       10000人以上   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg       10000人以上   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png       100-499人   \n",
       " 9                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png       10000人以上   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg       100-499人   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 14                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 15                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg     2000-5000人   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人   \n",
       " 19                     猎头顾问   62f7aab56555120790d6013103u.png       10000人以上   \n",
       " 20                       HR   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png       500-999人   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 28                      HRM   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       " 29                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg     2000-5000人   \n",
       " 30                     猎头顾问   6400c9110fa75b6cd95be96806u.png       10000人以上   \n",
       " 31                     猎头顾问   637c93b834e8df2c1c647b1602u.png       10000人以上   \n",
       " 32                     猎头顾问   648182a39830432e905baf2d04u.png       100-499人   \n",
       " 33                       HR   601baaab60c8320221e3c1d902u.png       10000人以上   \n",
       " 34                            5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 35                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png          1-49人   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg     1000-2000人   \n",
       " \n",
       "    comp.compId     comp.compName comp.compStage  \\\n",
       " 0    9954019.0              盈米基金             B轮   \n",
       " 1    7977404.0    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 2    8094471.0           辉柏嘉(中国)            NaN   \n",
       " 3    8112968.0              仙婷集团            NaN   \n",
       " 4   13315477.0    广州市新目标电子商务有限公司            NaN   \n",
       " 5          NaN          大型制药集团公司            已上市   \n",
       " 6    7023768.0            复星医药集团            已上市   \n",
       " 7    8112968.0              仙婷集团            NaN   \n",
       " 8    9491766.0        文远知行WeRide             D轮   \n",
       " 9    7892168.0              得意电子            NaN   \n",
       " 10         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 11         NaN   某广州广告/公关/会展上市公司            已上市   \n",
       " 12   8506529.0               丹纳赫            NaN   \n",
       " 13   2061455.0              曼秀雷敦            NaN   \n",
       " 14   9146475.0  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15   7863327.0              润建股份         沪深A股上市   \n",
       " 16   9283329.0      即能科技(广州)有限公司            NaN   \n",
       " 17         NaN         某国内大型日化公司          融资未公开   \n",
       " 18   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 19         NaN   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21   2664546.0              汇丰软件             其他   \n",
       " 22  13032765.0             斯凯奇中国            NaN   \n",
       " 23  13032765.0             斯凯奇中国            NaN   \n",
       " 24         NaN       某北京医疗器械上市公司            已上市   \n",
       " 25   8275623.0              康方生物           港股上市   \n",
       " 26   2061455.0              曼秀雷敦            NaN   \n",
       " 27    884492.0             Baidu           美股上市   \n",
       " 28   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 29         NaN        某国内大型快消品公司          融资未公开   \n",
       " 30         NaN         某广州大型日化公司          融资未公开   \n",
       " 31         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 32         NaN      某天津电气机械/器材公司          融资未公开   \n",
       " 33   8361671.0    上海汉得信息技术股份有限公司            已上市   \n",
       " 34   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35         NaN      某广州电气机械/器材公司            NaN   \n",
       " 36    803274.0              广州百田            已上市   \n",
       " 37   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 38   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 39   8307104.0      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo  comp.compIndustry  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg           基金/证券/期货   \n",
       " 1   648fbf95b7732f1e292621c406u.png              批发/零售   \n",
       " 2   5fdc38169b3439706a19fd5901u.png            办公用品/设备   \n",
       " 3   6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4   61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            制药/生物工程   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                 制药   \n",
       " 7   6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 8   60a497de907306298575785f03u.png               人工智能   \n",
       " 9   5bfe982174719df0ac995ebc03a.png        电子/半导体/集成电路   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png           广告/公关/会展   \n",
       " 12  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 13  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png           广告/公关/会展   \n",
       " 15  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 16  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 20  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 22  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 23  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 25  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 26  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png                互联网   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 34  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 36  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png                 游戏   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/8094471/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/7892168/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/9146475/  \n",
       " 15   https://www.liepin.com/company/7863327/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/7932064/  \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28   https://www.liepin.com/company/9660700/  \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32                                            \n",
       " 33   https://www.liepin.com/company/8361671/  \n",
       " 34   https://www.liepin.com/company/7932064/  \n",
       " 35                                            \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       " 1   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...   \n",
       " 2   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"赵女士\",\"userId\":\"5d9f492327569...   \n",
       " 9   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...   \n",
       " 10  {\"recruiterName\":\"刘女士\",\"userId\":\"54b6a6960c793...   \n",
       " 11  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 12  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...   \n",
       " 13  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 15  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 16  {\"recruiterName\":\"刘女士\",\"userId\":\"54b6a6960c793...   \n",
       " 17  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...   \n",
       " 18  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 19  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 20  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 21  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...   \n",
       " 22  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 23  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 25  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 26  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 27  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...   \n",
       " 28  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...   \n",
       " 29  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 30  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...   \n",
       " 32  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...   \n",
       " 33  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...   \n",
       " 34  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 35  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 37  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 38  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 39  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " \n",
       "                                            job.labels job.refreshTime  job.dq  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  20230621091013      广州   \n",
       " 1                                                  []  20230620093052  广州-南沙区   \n",
       " 2                                                  []  20230619103414      广州   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230621113158  广州-天河区   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  20230410215438  广州-番禺区   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  20230623105114      广州   \n",
       " 6                                            [神外, 医生]  20230428143658  广州-越秀区   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230621113158  广州-天河区   \n",
       " 8                                                  []  20230531104122  广州-天河区   \n",
       " 9                                                  []  20230616103702  广州-天河区   \n",
       " 10                                       [to B, to G]  20230613181053  广州-番禺区   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  20230620082118      广州   \n",
       " 12                                   [产品设计, AI人工智能产品]  20230609172939      广州   \n",
       " 13                                             [游戏行业]  20230608172448  广州-天河区   \n",
       " 14                                                 []  20230623110418  广州-天河区   \n",
       " 15                                                 []  20230619115334  广州-天河区   \n",
       " 16                                       [to B, to G]  20230613180028  广州-番禺区   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  20230614105714  广州-番禺区   \n",
       " 18                                                 []  20230602115342      广州   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711  广州-天河区   \n",
       " 20                                   [化妆品, 消费品, 产品开发]  20230411142619      广州   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  20230607171157  广州-白云区   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230616173005  广州-越秀区   \n",
       " 23                                             [to C]  20230413114524      广州   \n",
       " 24                                                 []  20210913204744      广州   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  20221116184947  广州-天河区   \n",
       " 26                                                 []  20230206112123  广州-天河区   \n",
       " 27                                             [医院器械]  20230607104618      广州   \n",
       " 28                                                 []  20230606111659  广州-白云区   \n",
       " 29                                             [泌尿外科]  20230321153342  广州-越秀区   \n",
       " 30                                                 []  20230619115334  广州-天河区   \n",
       " 31                                      [游戏产品, MMO游戏]  20230602143605      广州   \n",
       " 32                                             [to C]  20230524161531      广州   \n",
       " 33                                                 []  20230609165939      广州   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  20220928174530  广州-天河区   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  20230621104001      广州   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  20230606134705  广州-黄埔区   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  20230329180701  广州-番禺区   \n",
       " 38                                             [品牌策划]  20230520104442  广州-白云区   \n",
       " 39                                                 []  20230425143147  广州-海珠区   \n",
       " \n",
       "                                        job.title  job.salary job.jobId  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  56376837   \n",
       " 1                                     项目管理PM(广州)  10-20k·14薪  33787845   \n",
       " 2                                           产品经理        薪资面议  58733143   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       " 4                            产品经理Product Manager      20-25k  57679297   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  46856955   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  58215521   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  58973463   \n",
       " 9                      Product Marketing Manager  18-25k·14薪  58956493   \n",
       " 10                               product manager      30-50k  46959085   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  57223711   \n",
       " 12                                      AI营销产品经理      12-24k  46870615   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  46215899   \n",
       " 14                    Automation Product Manager  20-40k·13薪  56876529   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       " 16                                          产品经理      20-30k  46958655   \n",
       " 17                                    AIGC营销产品经理      20-35k  59317515   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  35923437   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  45187159   \n",
       " 21                                        产品策划经理      18-30k  58870277   \n",
       " 22                                          产品经理  18-40k·14薪  30477665   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  44978805   \n",
       " 24                                        数码产品经理        薪资面议  43037645   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  55829685   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  46777103   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  59110045   \n",
       " 29                                        医药产品经理  25-30k·14薪  57157157   \n",
       " 30                        Senior Product Manager  20-30k·13薪  58584023   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  46659839   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  46414125   \n",
       " 33                                          产品经理  20-25k·16薪  46869011   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  48905275   \n",
       " 35                              Product Manager       25-30k  45177357   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  59115121   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       " 38                                        产品策划经理      15-25k  55992453   \n",
       " 39                                        硬件产品经理  30-50k·14薪  45327891   \n",
       " \n",
       "    job.jobKind  job.topJob  ...                    recruiter.imId  \\\n",
       " 0            2        True  ...  52c4365602551576abcb385e72bd8d3d   \n",
       " 1            2        True  ...  6f058014d3ef83122982e990dc084411   \n",
       " 2            2        True  ...  a77e3547cf3d67c4ac4acac916df0e35   \n",
       " 3            2       False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4            2       False  ...  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 5            1       False  ...  2c9e72fbdf2bd8d599eeb040770b0b48   \n",
       " 6            2       False  ...  f8a500e0eab81d475153eb2d84a8b1de   \n",
       " 7            2       False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 8            2       False  ...  537ed57d5fd222add3a0457e92ea9bdb   \n",
       " 9            2       False  ...  6652e0af2060df2c160b5b344d4ef7b6   \n",
       " 10           1       False  ...  ab2fd292648338b7a8576116ff288909   \n",
       " 11           2       False  ...  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 12           1       False  ...  1534619dd0cbc81597cd4b0530f9e3f9   \n",
       " 13           1       False  ...  25a454b754ae73fd2972004574cc2f3b   \n",
       " 14           2       False  ...  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 15           2       False  ...  fb94d0eef421593a509db46caffb89c7   \n",
       " 16           1       False  ...  ab2fd292648338b7a8576116ff288909   \n",
       " 17           2       False  ...  fb316ba4a4eb308e6172c091f854d35c   \n",
       " 18           2       False  ...  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 19           2       False  ...  beff7093463e459a613348042573671f   \n",
       " 20           1       False  ...  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 21           2       False  ...  556085ce1cfb1ea84c7b9da341e06feb   \n",
       " 22           2       False  ...  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 23           1       False  ...  d9615c119bb132bd55a0b6511a508218   \n",
       " 24           2       False  ...  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25           2       False  ...  feaaf399e43a569d29323863fa1c0b93   \n",
       " 26           2       False  ...  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 27           1       False  ...  53c8427ff462afc6eb206e660be18459   \n",
       " 28           2       False  ...  f66b91de2a4984d02980490a0cdf2257   \n",
       " 29           2       False  ...  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 30           2       False  ...  fb94d0eef421593a509db46caffb89c7   \n",
       " 31           1       False  ...  06f4df96b4c6fd1861a8485668ee84be   \n",
       " 32           1       False  ...  cdd38888643756d4ef38cb0ce6f46cd7   \n",
       " 33           1       False  ...  69edf10a357b33f7bd1f3cfaeaaa47e3   \n",
       " 34           2       False  ...  9e5b45289ab5581e337193710fe42056   \n",
       " 35           1       False  ...  9cfdabc8878349689809d03804875792   \n",
       " 36           2       False  ...  767685575712890413dd84912f51618a   \n",
       " 37           2       False  ...  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 38           2       False  ...  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 39           1       False  ...  73f267275bfde46ce68ea511f8a9efc5   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0                     2   5f8f986aea60860b75384fab08u.jpg             B轮   \n",
       " 1                     2   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 2                     2   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 4                     2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 5                     2   6231b0d9da1d3077a00fb14c01u.png            已上市   \n",
       " 6                     2   5f8f986aea60860b75384fab08u.jpg            已上市   \n",
       " 7                     2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 8                     2   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 9                     2   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 10                    2   62e35bf252df9858ce41335203u.png            NaN   \n",
       " 11                    2   63a46574fd38b10039f0b94b05u.png             D轮   \n",
       " 12                    2   628e2c897f51e2499cd1bfbf04u.jpg            已上市   \n",
       " 13                    2   5f8fa3a6f6d1ab58476f322808u.png          融资未公开   \n",
       " 14                    2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 15                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 16                    2   62e35bf252df9858ce41335203u.png           战略融资   \n",
       " 17                    2   5f8f9863f6d1ab58476f246a08u.jpg         沪深A股上市   \n",
       " 18                    2   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 19                    2   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市   \n",
       " 20                    2   6100c9081d756a75997a266703u.jpg          融资未公开   \n",
       " 21                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 22                    2   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 23                    2   62f7aab56555120790d6013103u.png          融资未公开   \n",
       " 24                    2   5f8f986aea60860b75384fab08u.jpg             其他   \n",
       " 25                    2   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 26                    2   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 27                    2   62a84fdfe9fa0e1ff408683002u.png            已上市   \n",
       " 28                    2   5f8f9866dfb13a7dee342f1808u.jpg           美股上市   \n",
       " 29                    2   5f8f986aea60860b75384fab08u.jpg           港股上市   \n",
       " 30                    2   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 31                    2   637c93b834e8df2c1c647b1602u.png          融资未公开   \n",
       " 32                    2   6400c9110fa75b6cd95be96806u.png          融资未公开   \n",
       " 33                    2   648182a39830432e905baf2d04u.png          融资未公开   \n",
       " 34                    2   5f8f986779c7cc70efbf36c008u.jpg            已上市   \n",
       " 35                    2  6321be3095ee1c04143439eb01u.jpeg          融资未公开   \n",
       " 36                    2   5f8f98648dbe6273dcf8515508u.jpg          融资未公开   \n",
       " 37                    2   601baaab60c8320221e3c1d902u.png            已上市   \n",
       " 38                    2   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 39                    2   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry comp.compScale  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg          基金/证券/期货       100-499人   \n",
       " 1   5bfe982174719df0ac995ebc03a.png       电子/半导体/集成电路       10000人以上   \n",
       " 2   5fdc38169b3439706a19fd5901u.png           办公用品/设备       500-999人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png            贸易/进出口         50-99人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg              IT服务       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           制药/生物工程       10000人以上   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                制药       10000人以上   \n",
       " 7   6274ee6d04a5ff469b10880402u.png            贸易/进出口         50-99人   \n",
       " 8   5bfe926374719d9f609a6a1b03a.png           其他商务服务业       500-999人   \n",
       " 9   648fbf95b7732f1e292621c406u.png             批发/零售       500-999人   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              IT服务       100-499人   \n",
       " 11  60a497de907306298575785f03u.png              人工智能       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          广告/公关/会展       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png             计算机软件       10000人以上   \n",
       " 14  5952237b7032381b6822192505a.jpg              医疗器械    5000-10000人   \n",
       " 15  555c2acba3109367c320a8c601a.png                日化       500-999人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png              医疗器械       100-499人   \n",
       " 17  5bfe9d9f74719d2aa34b6af203a.png          广告/公关/会展       100-499人   \n",
       " 18  5bfe8edd74719d35745a548603a.png                制药       100-499人   \n",
       " 19  5cc116c89fae687d43343d7308u.png              通信设备    5000-10000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                日化     2000-5000人   \n",
       " 21  5f30a76e556e7a7b1280cc3006u.png               互联网     1000-2000人   \n",
       " 22  59dc78457832e11b880f044c05a.png            专业技术服务          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水       10000人以上   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png             计算机软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png          服装/纺织/皮革     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png          服装/纺织/皮革     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png              医疗器械       500-999人   \n",
       " 28  5bfe93af74719d9f609aaaef03a.png               互联网       10000人以上   \n",
       " 29  5bfe916674719d35745ad29703a.png                制药     2000-5000人   \n",
       " 30  555c2acba3109367c320a8c601a.png                日化       500-999人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png             计算机软件       10000人以上   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                日化       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材       100-499人   \n",
       " 34  5ff42565bebf7311a41e860005u.png                游戏       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                日化     2000-5000人   \n",
       " 36  5bfe8edd74719d35745a548603a.png                制药       100-499人   \n",
       " 37  5ed700f4ec4db462f82e4ddf01u.png               互联网       10000人以上   \n",
       " 38  5f30a76e556e7a7b1280cc3006u.png               互联网     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材          1-49人   \n",
       " \n",
       "        comp.compName comp.compId                                 comp.link  \n",
       " 0               盈米基金   9954019.0   https://www.liepin.com/company/9954019/  \n",
       " 1               得意电子   7892168.0   https://www.liepin.com/company/7892168/  \n",
       " 2            辉柏嘉(中国)   8094471.0   https://www.liepin.com/company/8094471/  \n",
       " 3               仙婷集团   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 4     广州市新目标电子商务有限公司  13315477.0  https://www.liepin.com/company/13315477/  \n",
       " 5           大型制药集团公司         NaN                                            \n",
       " 6             复星医药集团   7023768.0   https://www.liepin.com/company/7023768/  \n",
       " 7               仙婷集团   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 8   安永全球商务服务(大连)有限公司   8806497.0   https://www.liepin.com/company/8806497/  \n",
       " 9     卡尔蔡司光学(广州)有限公司   7977404.0   https://www.liepin.com/company/7977404/  \n",
       " 10             某知名公司         NaN                                            \n",
       " 11        文远知行WeRide   9491766.0   https://www.liepin.com/company/9491766/  \n",
       " 12   某广州广告/公关/会展上市公司         NaN                                            \n",
       " 13      某广州大型计算机软件公司         NaN                                            \n",
       " 14               丹纳赫   8506529.0   https://www.liepin.com/company/8506529/  \n",
       " 15              曼秀雷敦   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 16         某北京医疗器械公司         NaN                                            \n",
       " 17  广东因赛品牌营销集团股份有限公司   9146475.0   https://www.liepin.com/company/9146475/  \n",
       " 18     广东环凯微生物科技有限公司   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 19              润建股份   7863327.0   https://www.liepin.com/company/7863327/  \n",
       " 20         某国内大型日化公司         NaN                                            \n",
       " 21      嫚熙控股(广州)有限公司   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 22      即能科技(广州)有限公司   9283329.0   https://www.liepin.com/company/9283329/  \n",
       " 23   某广州大型食品/饮料/酒水公司         NaN                                            \n",
       " 24              汇丰软件   2664546.0   https://www.liepin.com/company/2664546/  \n",
       " 25             斯凯奇中国  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 26             斯凯奇中国  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 27       某北京医疗器械上市公司         NaN                                            \n",
       " 28             Baidu    884492.0    https://www.liepin.com/company/884492/  \n",
       " 29              康方生物   8275623.0   https://www.liepin.com/company/8275623/  \n",
       " 30              曼秀雷敦   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 31      某广州大型计算机软件公司         NaN                                            \n",
       " 32         某广州大型日化公司         NaN                                            \n",
       " 33      某天津电气机械/器材公司         NaN                                            \n",
       " 34              广州百田    803274.0    https://www.liepin.com/company/803274/  \n",
       " 35        某国内大型快消品公司         NaN                                            \n",
       " 36     广东环凯微生物科技有限公司   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 37    上海汉得信息技术股份有限公司   8361671.0   https://www.liepin.com/company/8361671/  \n",
       " 38      嫚熙控股(广州)有限公司   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 39      某广州电气机械/器材公司         NaN                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"56376837\",\"imId\":\"52c4...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"58733143\",\"imId\":\"a77e...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"58956493\",\"imId\":\"6652...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"50965433\",\"imId\":\"0ce6...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"57679297\",\"imId\":\"c161...   \n",
       " 5   {\"jobKind\":\"1\",\"jobId\":\"46856955\",\"imId\":\"2c9e...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"58215521\",\"imId\":\"f8a5...   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"57794503\",\"imId\":\"0ce6...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"57223711\",\"imId\":\"6fa1...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"33787845\",\"imId\":\"6f05...   \n",
       " 10  {\"jobKind\":\"1\",\"jobId\":\"46215899\",\"imId\":\"25a4...   \n",
       " 11  {\"jobKind\":\"1\",\"jobId\":\"46870615\",\"imId\":\"1534...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"56876529\",\"imId\":\"24c1...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"57513943\",\"imId\":\"fb94...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"59317515\",\"imId\":\"fb31...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"56295007\",\"imId\":\"beff...   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"30477665\",\"imId\":\"edbe...   \n",
       " 17  {\"jobKind\":\"1\",\"jobId\":\"45187159\",\"imId\":\"3747...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"58870277\",\"imId\":\"5560...   \n",
       " 19  {\"jobKind\":\"1\",\"jobId\":\"44978805\",\"imId\":\"d961...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"35923437\",\"imId\":\"18f5...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"43037645\",\"imId\":\"bd0e...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"50466807\",\"imId\":\"feaa...   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"55829685\",\"imId\":\"7b80...   \n",
       " 24  {\"jobKind\":\"1\",\"jobId\":\"46777103\",\"imId\":\"53c8...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"57157157\",\"imId\":\"d4cc...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"58584023\",\"imId\":\"fb94...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"59110045\",\"imId\":\"f66b...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"55992453\",\"imId\":\"ecb6...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"45177357\",\"imId\":\"9cfd...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46414125\",\"imId\":\"cdd3...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"46659839\",\"imId\":\"06f4...   \n",
       " 32  {\"jobKind\":\"1\",\"jobId\":\"46869011\",\"imId\":\"69ed...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"57403583\",\"imId\":\"9277...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"59115121\",\"imId\":\"7676...   \n",
       " 35  {\"jobKind\":\"1\",\"jobId\":\"45327891\",\"imId\":\"73f2...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"48905275\",\"imId\":\"9e5b...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"25415919\",\"imId\":\"b76b...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"23154709\",\"imId\":\"b76b...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"31935443\",\"imId\":\"d458...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58733143   \n",
       " 2                                                  []           2  58956493   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "                                        job.title job.refreshTime  job.dq  \\\n",
       " 0                               C端高级产品经理(J10043)  20230621091013      广州   \n",
       " 1                                           产品经理  20230619103414      广州   \n",
       " 2                      Product Marketing Manager  20230616103702  广州-天河区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  20230621113158  广州-天河区   \n",
       " 4                            产品经理Product Manager  20230410215438  广州-番禺区   \n",
       " 5                                   产品经理PM（化药针剂）  20230623105114      广州   \n",
       " 6                 神外产品销售经理 Product Sales Manager  20230428143658  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM  20230621113158  广州-天河区   \n",
       " 8                                   自动驾驶（硬件）产品经理  20230620082118      广州   \n",
       " 9                                     项目管理PM(广州)  20230620093052  广州-南沙区   \n",
       " 10                                  高级产品PM（ARPG）  20230608172448  广州-天河区   \n",
       " 11                                      AI营销产品经理  20230609172939      广州   \n",
       " 12                    Automation Product Manager  20230623110418  广州-天河区   \n",
       " 13   Assistant Product Manager / Product Manager  20230619115334  广州-天河区   \n",
       " 14                                    AIGC营销产品经理  20230614105714  广州-番禺区   \n",
       " 15                                 产品经理（企业数字化转型）  20230221094711  广州-天河区   \n",
       " 16                                          产品经理  20230616173005  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   20230411142619      广州   \n",
       " 18                                        产品策划经理  20230607171157  广州-白云区   \n",
       " 19                          eWMS Product Manager  20230413114524      广州   \n",
       " 20                                  产品经理（工业消洗产品）  20230602115342      广州   \n",
       " 21                                        数码产品经理  20210913204744      广州   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  20221116184947  广州-天河区   \n",
       " 23                             产品经理-产品企划(J13606)  20230206112123  广州-天河区   \n",
       " 24                                     市场经理/产品经理  20230607104618      广州   \n",
       " 25                                        医药产品经理  20230321153342  广州-越秀区   \n",
       " 26                        Senior Product Manager  20230619115334  广州-天河区   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20230606111659  广州-白云区   \n",
       " 28                                        产品策划经理  20230520104442  广州-白云区   \n",
       " 29                              Product Manager   20230621104001      广州   \n",
       " 30                          eWMS Product Manager  20230524161531      广州   \n",
       " 31                                游戏高级美术PM（大厂正编）  20230602143605      广州   \n",
       " 32                                          产品经理  20230609165939      广州   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)  20230329180701  广州-番禺区   \n",
       " 34                            微生物检测产品经理（制药行业/双休）  20230606134705  广州-黄埔区   \n",
       " 35                                        硬件产品经理  20230425143147  广州-海珠区   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20220928174530  广州-天河区   \n",
       " 37                                          活动PM  20210615114605      广州   \n",
       " 38                                        数字营销PM  20200728103437  广州-天河区   \n",
       " 39                                          游戏PM  20200921191755  广州-海珠区   \n",
       " \n",
       "     job.topJob                                     job.dataPromId  ...  \\\n",
       " 0         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王先生             人力资源伙伴(HRBP)   \n",
       " 1                      李女士                       HR   \n",
       " 2                      黄女士                       HR   \n",
       " 3                      吴女士               HR Officer   \n",
       " 4                      樊女士                      HRM   \n",
       " 5                      周先生                     猎头顾问   \n",
       " 6                      张先生                   人力资源专员   \n",
       " 7                      吴女士               HR Officer   \n",
       " 8                      程先生                     招聘专家   \n",
       " 9                      谢女士                   连接器工程师   \n",
       " 10                     戴先生                     猎头顾问   \n",
       " 11                     郭女士                     猎头顾问   \n",
       " 12                     王女士                   人力资源专员   \n",
       " 13                     谢女士                   人力资源经理   \n",
       " 14                     王女士                  人力资源副经理   \n",
       " 15                     黎先生                     招聘主管   \n",
       " 16               Keli Tang                     HRBP   \n",
       " 17                     宋女士                     猎头顾问   \n",
       " 18                     黄女士                   HRBP经理   \n",
       " 19                     林先生                     猎头顾问   \n",
       " 20                     陈女士                       HR   \n",
       " 21                     张先生                      112   \n",
       " 22                     陈先生                            \n",
       " 23                     林女士               人力资源业务合作伙伴   \n",
       " 24                     卿女士                     猎头顾问   \n",
       " 25                     刘先生               高级医学信息沟通专员   \n",
       " 26                     谢女士                   人力资源经理   \n",
       " 27                     贾女士                recruiter   \n",
       " 28                     郑先生                      HRM   \n",
       " 29                     孙女士                     猎头顾问   \n",
       " 30                     陈女士                     猎头顾问   \n",
       " 31                     叶女士                     猎头顾问   \n",
       " 32                     宗先生                     猎头顾问   \n",
       " 33                     俞女士                       HR   \n",
       " 34                     陈女士                            \n",
       " 35                     唐女士                     猎头顾问   \n",
       " 36                     唐女士                            \n",
       " 37                     刘女士               Consultant   \n",
       " 38                     刘女士               Consultant   \n",
       " 39                     邱女士                   人力资源管理   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry     comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg          基金/证券/期货              盈米基金   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg           办公用品/设备           辉柏嘉(中国)   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg             批发/零售    卡尔蔡司光学(广州)有限公司   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg              IT服务    广州市新目标电子商务有限公司   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png           制药/生物工程          大型制药集团公司   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg                制药            复星医药集团   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 8    63a46574fd38b10039f0b94b05u.png              人工智能        文远知行WeRide   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路              得意电子   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg          广告/公关/会展   某广州广告/公关/会展上市公司   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg              医疗器械               丹纳赫   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg          广告/公关/会展  广东因赛品牌营销集团股份有限公司   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg              通信设备              润建股份   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg            专业技术服务      即能科技(广州)有限公司   \n",
       " 17   6100c9081d756a75997a266703u.jpg                日化         某国内大型日化公司   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 19   62f7aab56555120790d6013103u.png          食品/饮料/酒水   某广州大型食品/饮料/酒水公司   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg             计算机软件              汇丰软件   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png              医疗器械       某北京医疗器械上市公司   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg                制药              康方生物   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg               互联网             Baidu   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg                日化        某国内大型快消品公司   \n",
       " 30   6400c9110fa75b6cd95be96806u.png                日化         某广州大型日化公司   \n",
       " 31   637c93b834e8df2c1c647b1602u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 32   648182a39830432e905baf2d04u.png           电气机械/器材      某天津电气机械/器材公司   \n",
       " 33   601baaab60c8320221e3c1d902u.png               互联网    上海汉得信息技术股份有限公司   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png           电气机械/器材      某广州电气机械/器材公司   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg                游戏              广州百田   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg                游戏      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compId  comp.compScale  comp.compStage  \\\n",
       " 0    9954019.0        100-499人              B轮   \n",
       " 1    8094471.0        500-999人             NaN   \n",
       " 2    7977404.0        500-999人           融资未公开   \n",
       " 3    8112968.0          50-99人             NaN   \n",
       " 4   13315477.0        100-499人             NaN   \n",
       " 5          NaN        10000人以上             已上市   \n",
       " 6    7023768.0        10000人以上             已上市   \n",
       " 7    8112968.0          50-99人             NaN   \n",
       " 8    9491766.0        100-499人              D轮   \n",
       " 9    7892168.0        10000人以上             NaN   \n",
       " 10         NaN        10000人以上           融资未公开   \n",
       " 11         NaN        100-499人             已上市   \n",
       " 12   8506529.0     5000-10000人             NaN   \n",
       " 13   2061455.0        500-999人             NaN   \n",
       " 14   9146475.0        100-499人          沪深A股上市   \n",
       " 15   7863327.0     5000-10000人          沪深A股上市   \n",
       " 16   9283329.0           1-49人             NaN   \n",
       " 17         NaN      2000-5000人           融资未公开   \n",
       " 18   9660700.0      1000-2000人             NaN   \n",
       " 19         NaN        10000人以上           融资未公开   \n",
       " 20   7932064.0        100-499人           融资未公开   \n",
       " 21   2664546.0      2000-5000人              其他   \n",
       " 22  13032765.0      2000-5000人             NaN   \n",
       " 23  13032765.0      2000-5000人             NaN   \n",
       " 24         NaN        500-999人             已上市   \n",
       " 25   8275623.0      2000-5000人            港股上市   \n",
       " 26   2061455.0        500-999人             NaN   \n",
       " 27    884492.0        10000人以上            美股上市   \n",
       " 28   9660700.0      1000-2000人             NaN   \n",
       " 29         NaN      2000-5000人           融资未公开   \n",
       " 30         NaN        10000人以上           融资未公开   \n",
       " 31         NaN        10000人以上           融资未公开   \n",
       " 32         NaN        100-499人           融资未公开   \n",
       " 33   8361671.0        10000人以上             已上市   \n",
       " 34   7932064.0        100-499人           融资未公开   \n",
       " 35         NaN           1-49人             NaN   \n",
       " 36    803274.0        500-999人             已上市   \n",
       " 37   6629285.0      2000-5000人             NaN   \n",
       " 38   6629285.0      2000-5000人             NaN   \n",
       " 39   8307104.0      1000-2000人           科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       " 1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       " 2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       " 9   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...   \n",
       " 1   %7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...   \n",
       " 2   %7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...   \n",
       " 5   %7B%22jobId%22%3A%2246856955%22%2C%22d_curPage...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22d_curPage...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22d_curPage...   \n",
       " 8   %7B%22jobId%22%3A%2257223711%22%2C%22d_curPage...   \n",
       " 9   %7B%22jobId%22%3A%2233787845%22%2C%22d_curPage...   \n",
       " 10  %7B%22jobId%22%3A%2246215899%22%2C%22d_curPage...   \n",
       " 11  %7B%22jobId%22%3A%2246870615%22%2C%22d_curPage...   \n",
       " 12  %7B%22jobId%22%3A%2256876529%22%2C%22d_curPage...   \n",
       " 13  %7B%22jobId%22%3A%2257513943%22%2C%22d_curPage...   \n",
       " 14  %7B%22jobId%22%3A%2259317515%22%2C%22d_curPage...   \n",
       " 15  %7B%22jobId%22%3A%2256295007%22%2C%22d_curPage...   \n",
       " 16  %7B%22jobId%22%3A%2230477665%22%2C%22d_curPage...   \n",
       " 17  %7B%22jobId%22%3A%2245187159%22%2C%22d_curPage...   \n",
       " 18  %7B%22jobId%22%3A%2258870277%22%2C%22d_curPage...   \n",
       " 19  %7B%22jobId%22%3A%2244978805%22%2C%22d_curPage...   \n",
       " 20  %7B%22jobId%22%3A%2235923437%22%2C%22d_curPage...   \n",
       " 21  %7B%22jobId%22%3A%2243037645%22%2C%22d_curPage...   \n",
       " 22  %7B%22jobId%22%3A%2250466807%22%2C%22d_curPage...   \n",
       " 23  %7B%22jobId%22%3A%2255829685%22%2C%22d_curPage...   \n",
       " 24  %7B%22jobId%22%3A%2246777103%22%2C%22d_curPage...   \n",
       " 25  %7B%22jobId%22%3A%2257157157%22%2C%22d_curPage...   \n",
       " 26  %7B%22jobId%22%3A%2258584023%22%2C%22d_curPage...   \n",
       " 27  %7B%22jobId%22%3A%2259110045%22%2C%22d_curPage...   \n",
       " 28  %7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...   \n",
       " 29  %7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...   \n",
       " 30  %7B%22jobId%22%3A%2246414125%22%2C%22d_curPage...   \n",
       " 31  %7B%22jobId%22%3A%2246659839%22%2C%22d_curPage...   \n",
       " 32  %7B%22jobId%22%3A%2246869011%22%2C%22d_curPage...   \n",
       " 33  %7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...   \n",
       " 34  %7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...   \n",
       " 35  %7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...   \n",
       " 36  %7B%22jobId%22%3A%2248905275%22%2C%22d_curPage...   \n",
       " 37  %7B%22jobId%22%3A%2225415919%22%2C%22d_curPage...   \n",
       " 38  %7B%22jobId%22%3A%2223154709%22%2C%22d_curPage...   \n",
       " 39  %7B%22jobId%22%3A%2231935443%22%2C%22d_curPage...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...   \n",
       " 1   {\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...   \n",
       " 2   {\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       " 4   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       " 5   {\"jobId\":\"46856955\",\"userId\":\"e2bbf25c0098de6f...   \n",
       " 6   {\"jobId\":\"58215521\",\"userId\":\"5445ba45a2189a2b...   \n",
       " 7   {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...   \n",
       " 8   {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...   \n",
       " 9   {\"jobId\":\"33787845\",\"userId\":\"dabc492e5cee942e...   \n",
       " 10  {\"jobId\":\"46215899\",\"userId\":\"6ead9a9d40a95e15...   \n",
       " 11  {\"jobId\":\"46870615\",\"userId\":\"69b90c10c8cbeac8...   \n",
       " 12  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...   \n",
       " 13  {\"jobId\":\"57513943\",\"userId\":\"ccfed7449a759b2c...   \n",
       " 14  {\"jobId\":\"59317515\",\"userId\":\"f0d591207ba759db...   \n",
       " 15  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...   \n",
       " 16  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...   \n",
       " 17  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...   \n",
       " 18  {\"jobId\":\"58870277\",\"userId\":\"1b2d3c696b09ca69...   \n",
       " 19  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   \n",
       " 20  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...   \n",
       " 21  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...   \n",
       " 22  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...   \n",
       " 23  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...   \n",
       " 24  {\"jobId\":\"46777103\",\"userId\":\"aca7c12a2f1b1047...   \n",
       " 25  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...   \n",
       " 26  {\"jobId\":\"58584023\",\"userId\":\"ccfed7449a759b2c...   \n",
       " 27  {\"jobId\":\"59110045\",\"userId\":\"869f1f21925b089f...   \n",
       " 28  {\"jobId\":\"55992453\",\"userId\":\"71e39b9fa38c7913...   \n",
       " 29  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...   \n",
       " 30  {\"jobId\":\"46414125\",\"userId\":\"2c100205c7eb2c02...   \n",
       " 31  {\"jobId\":\"46659839\",\"userId\":\"0cb2b2501029d509...   \n",
       " 32  {\"jobId\":\"46869011\",\"userId\":\"056815c015a3c3b4...   \n",
       " 33  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...   \n",
       " 34  {\"jobId\":\"59115121\",\"userId\":\"0f80a6460fa3a5f3...   \n",
       " 35  {\"jobId\":\"45327891\",\"userId\":\"1d96d00cfe919fa2...   \n",
       " 36  {\"jobId\":\"48905275\",\"userId\":\"69bf0604ae10eb24...   \n",
       " 37  {\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 38  {\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 39  {\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837   \n",
       " 1                                                  []  58733143   \n",
       " 2                                                  []  58956493   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  46856955   \n",
       " 6                                            [神外, 医生]  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  57223711   \n",
       " 9                                                  []  33787845   \n",
       " 10                                             [游戏行业]  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]  46870615   \n",
       " 12                                                 []  56876529   \n",
       " 13                                                 []  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277   \n",
       " 19                                             [to C]  44978805   \n",
       " 20                                                 []  35923437   \n",
       " 21                                                 []  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 23                                                 []  55829685   \n",
       " 24                                             [医院器械]  46777103   \n",
       " 25                                             [泌尿外科]  57157157   \n",
       " 26                                                 []  58584023   \n",
       " 27                                                 []  59110045   \n",
       " 28                                             [品牌策划]  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 30                                             [to C]  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]  46659839   \n",
       " 32                                                 []  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121   \n",
       " 35                                                 []  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                                                 []  23154709   \n",
       " 39                                             [数据分析]  31935443   \n",
       " \n",
       "                                        job.title job.jobKind  job.salary  \\\n",
       " 0                               C端高级产品经理(J10043)           2  15-30k·15薪   \n",
       " 1                                           产品经理           2        薪资面议   \n",
       " 2                      Product Marketing Manager           2  18-25k·14薪   \n",
       " 3                    产品经理（化妆品原料）/Product Manager           2        薪资面议   \n",
       " 4                            产品经理Product Manager           2      20-25k   \n",
       " 5                                   产品经理PM（化药针剂）           1  25-30k·14薪   \n",
       " 6                 神外产品销售经理 Product Sales Manager           2  12-15k·15薪   \n",
       " 7                              助理产品经理（化妆品原料）/APM           2        薪资面议   \n",
       " 8                                   自动驾驶（硬件）产品经理           2  25-40k·15薪   \n",
       " 9                                     项目管理PM(广州)           2  10-20k·14薪   \n",
       " 10                                  高级产品PM（ARPG）           1  20-35k·14薪   \n",
       " 11                                      AI营销产品经理           1      12-24k   \n",
       " 12                    Automation Product Manager           2  20-40k·13薪   \n",
       " 13   Assistant Product Manager / Product Manager           2  15-25k·13薪   \n",
       " 14                                    AIGC营销产品经理           2      20-35k   \n",
       " 15                                 产品经理（企业数字化转型）           2       6-10k   \n",
       " 16                                          产品经理           2  18-40k·14薪   \n",
       " 17  Assistant Product Manager / Product Manager            1  18-30k·13薪   \n",
       " 18                                        产品策划经理           2      18-30k   \n",
       " 19                          eWMS Product Manager           1  20-40k·15薪   \n",
       " 20                                  产品经理（工业消洗产品）           2      12-30k   \n",
       " 21                                        数码产品经理           2        薪资面议   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)           2  14-28k·16薪   \n",
       " 23                             产品经理-产品企划(J13606)           2      15-25k   \n",
       " 24                                     市场经理/产品经理           1  30-40k·15薪   \n",
       " 25                                        医药产品经理           2  25-30k·14薪   \n",
       " 26                        Senior Product Manager           2  20-30k·13薪   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)           2  20-40k·16薪   \n",
       " 28                                        产品策划经理           2      15-25k   \n",
       " 29                              Product Manager            1      25-30k   \n",
       " 30                          eWMS Product Manager           1  30-50k·14薪   \n",
       " 31                                游戏高级美术PM（大厂正编）           1  20-35k·16薪   \n",
       " 32                                          产品经理           1  20-25k·16薪   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)           2      11-22k   \n",
       " 34                            微生物检测产品经理（制药行业/双休）           2  15-20k·16薪   \n",
       " 35                                        硬件产品经理           1  30-50k·14薪   \n",
       " 36                        项目发行PM（二次元） (MJ000855)           2  20-28k·13薪   \n",
       " 37                                          活动PM           2        薪资面议   \n",
       " 38                                        数字营销PM           2        薪资面议   \n",
       " 39                                          游戏PM           2  15-30k·13薪   \n",
       " \n",
       "     job.advViewFlag job.refreshTime  job.dq  ...  recruiter.recruiterName  \\\n",
       " 0              True  20230621091013      广州  ...                      王先生   \n",
       " 1              True  20230619103414      广州  ...                      李女士   \n",
       " 2              True  20230616103702  广州-天河区  ...                      黄女士   \n",
       " 3             False  20230621113158  广州-天河区  ...                      吴女士   \n",
       " 4             False  20230410215438  广州-番禺区  ...                      樊女士   \n",
       " 5             False  20230623105114      广州  ...                      周先生   \n",
       " 6             False  20230428143658  广州-越秀区  ...                      张先生   \n",
       " 7             False  20230621113158  广州-天河区  ...                      吴女士   \n",
       " 8             False  20230620082118      广州  ...                      程先生   \n",
       " 9             False  20230620093052  广州-南沙区  ...                      谢女士   \n",
       " 10            False  20230608172448  广州-天河区  ...                      戴先生   \n",
       " 11            False  20230609172939      广州  ...                      郭女士   \n",
       " 12            False  20230623110418  广州-天河区  ...                      王女士   \n",
       " 13            False  20230619115334  广州-天河区  ...                      谢女士   \n",
       " 14            False  20230614105714  广州-番禺区  ...                      王女士   \n",
       " 15            False  20230221094711  广州-天河区  ...                      黎先生   \n",
       " 16            False  20230616173005  广州-越秀区  ...                Keli Tang   \n",
       " 17            False  20230411142619      广州  ...                      宋女士   \n",
       " 18            False  20230607171157  广州-白云区  ...                      黄女士   \n",
       " 19            False  20230413114524      广州  ...                      林先生   \n",
       " 20            False  20230602115342      广州  ...                      陈女士   \n",
       " 21            False  20210913204744      广州  ...                      张先生   \n",
       " 22            False  20221116184947  广州-天河区  ...                      陈先生   \n",
       " 23            False  20230206112123  广州-天河区  ...                      林女士   \n",
       " 24            False  20230607104618      广州  ...                      卿女士   \n",
       " 25            False  20230321153342  广州-越秀区  ...                      刘先生   \n",
       " 26            False  20230619115334  广州-天河区  ...                      谢女士   \n",
       " 27            False  20230606111659  广州-白云区  ...                      贾女士   \n",
       " 28            False  20230520104442  广州-白云区  ...                      郑先生   \n",
       " 29            False  20230621104001      广州  ...                      孙女士   \n",
       " 30            False  20230524161531      广州  ...                      陈女士   \n",
       " 31            False  20230602143605      广州  ...                      叶女士   \n",
       " 32            False  20230609165939      广州  ...                      宗先生   \n",
       " 33            False  20230329180701  广州-番禺区  ...                      俞女士   \n",
       " 34            False  20230606134705  广州-黄埔区  ...                      陈女士   \n",
       " 35            False  20230425143147  广州-海珠区  ...                      唐女士   \n",
       " 36            False  20220928174530  广州-天河区  ...                      唐女士   \n",
       " 37            False  20210615114605      广州  ...                      刘女士   \n",
       " 38            False  20200728103437  广州-天河区  ...                      刘女士   \n",
       " 39            False  20200921191755  广州-海珠区  ...                      邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compId  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg   9954019.0   \n",
       " 1                        HR   5f8f986779c7cc70efbf36c008u.jpg   8094471.0   \n",
       " 2                        HR   5f8f9865ea60860b75384fa508u.jpg   7977404.0   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png         NaN   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg   7023768.0   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png   9491766.0   \n",
       " 9                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg   7892168.0   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png         NaN   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg         NaN   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg   8506529.0   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg   2061455.0   \n",
       " 14                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg   9146475.0   \n",
       " 15                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg   9283329.0   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg         NaN   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg   9660700.0   \n",
       " 19                     猎头顾问   62f7aab56555120790d6013103u.png         NaN   \n",
       " 20                       HR   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg   2664546.0   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg  13032765.0   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg  13032765.0   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png         NaN   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg   8275623.0   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg   2061455.0   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg    884492.0   \n",
       " 28                      HRM   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0   \n",
       " 29                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg         NaN   \n",
       " 30                     猎头顾问   6400c9110fa75b6cd95be96806u.png         NaN   \n",
       " 31                     猎头顾问   637c93b834e8df2c1c647b1602u.png         NaN   \n",
       " 32                     猎头顾问   648182a39830432e905baf2d04u.png         NaN   \n",
       " 33                       HR   601baaab60c8320221e3c1d902u.png   8361671.0   \n",
       " 34                            5f8f98648dbe6273dcf8515508u.jpg   7932064.0   \n",
       " 35                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png         NaN   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg    803274.0   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg   8307104.0   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compStage  \\\n",
       " 0        100-499人              盈米基金             B轮   \n",
       " 1        500-999人           辉柏嘉(中国)            NaN   \n",
       " 2        500-999人    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 3          50-99人              仙婷集团            NaN   \n",
       " 4        100-499人    广州市新目标电子商务有限公司            NaN   \n",
       " 5        10000人以上          大型制药集团公司            已上市   \n",
       " 6        10000人以上            复星医药集团            已上市   \n",
       " 7          50-99人              仙婷集团            NaN   \n",
       " 8        100-499人        文远知行WeRide             D轮   \n",
       " 9        10000人以上              得意电子            NaN   \n",
       " 10       10000人以上      某广州大型计算机软件公司          融资未公开   \n",
       " 11       100-499人   某广州广告/公关/会展上市公司            已上市   \n",
       " 12    5000-10000人               丹纳赫            NaN   \n",
       " 13       500-999人              曼秀雷敦            NaN   \n",
       " 14       100-499人  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15    5000-10000人              润建股份         沪深A股上市   \n",
       " 16          1-49人      即能科技(广州)有限公司            NaN   \n",
       " 17     2000-5000人         某国内大型日化公司          融资未公开   \n",
       " 18     1000-2000人      嫚熙控股(广州)有限公司            NaN   \n",
       " 19       10000人以上   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20       100-499人     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21     2000-5000人              汇丰软件             其他   \n",
       " 22     2000-5000人             斯凯奇中国            NaN   \n",
       " 23     2000-5000人             斯凯奇中国            NaN   \n",
       " 24       500-999人       某北京医疗器械上市公司            已上市   \n",
       " 25     2000-5000人              康方生物           港股上市   \n",
       " 26       500-999人              曼秀雷敦            NaN   \n",
       " 27       10000人以上             Baidu           美股上市   \n",
       " 28     1000-2000人      嫚熙控股(广州)有限公司            NaN   \n",
       " 29     2000-5000人        某国内大型快消品公司          融资未公开   \n",
       " 30       10000人以上         某广州大型日化公司          融资未公开   \n",
       " 31       10000人以上      某广州大型计算机软件公司          融资未公开   \n",
       " 32       100-499人      某天津电气机械/器材公司          融资未公开   \n",
       " 33       10000人以上    上海汉得信息技术股份有限公司            已上市   \n",
       " 34       100-499人     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35          1-49人      某广州电气机械/器材公司            NaN   \n",
       " 36       500-999人              广州百田            已上市   \n",
       " 37     2000-5000人         恩梯梯数据(中国)            NaN   \n",
       " 38     2000-5000人         恩梯梯数据(中国)            NaN   \n",
       " 39     1000-2000人      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/   \n",
       " 1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/   \n",
       " 2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/   \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/   \n",
       " 9   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/   \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/   \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/   \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/   \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/   \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/   \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/   \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/   \n",
       " \n",
       "    comp.compIndustry  \n",
       " 0           基金/证券/期货  \n",
       " 1            办公用品/设备  \n",
       " 2              批发/零售  \n",
       " 3             贸易/进出口  \n",
       " 4               IT服务  \n",
       " 5            制药/生物工程  \n",
       " 6                 制药  \n",
       " 7             贸易/进出口  \n",
       " 8               人工智能  \n",
       " 9        电子/半导体/集成电路  \n",
       " 10             计算机软件  \n",
       " 11          广告/公关/会展  \n",
       " 12              医疗器械  \n",
       " 13                日化  \n",
       " 14          广告/公关/会展  \n",
       " 15              通信设备  \n",
       " 16            专业技术服务  \n",
       " 17                日化  \n",
       " 18               互联网  \n",
       " 19          食品/饮料/酒水  \n",
       " 20                制药  \n",
       " 21             计算机软件  \n",
       " 22          服装/纺织/皮革  \n",
       " 23          服装/纺织/皮革  \n",
       " 24              医疗器械  \n",
       " 25                制药  \n",
       " 26                日化  \n",
       " 27               互联网  \n",
       " 28               互联网  \n",
       " 29                日化  \n",
       " 30                日化  \n",
       " 31             计算机软件  \n",
       " 32           电气机械/器材  \n",
       " 33               互联网  \n",
       " 34                制药  \n",
       " 35           电气机械/器材  \n",
       " 36                游戏  \n",
       " 37              IT服务  \n",
       " 38              IT服务  \n",
       " 39                游戏  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"...   \n",
       " 1   {\"userId\":\"df48f523e5944ace2bb2cd8f0cba2241\",\"...   \n",
       " 2   {\"userId\":\"32232aca46ec9ae7890a5a15a8902e2f\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 5   {\"userId\":\"e2bbf25c0098de6f7ef83d3cb1f32d26\",\"...   \n",
       " 6   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       " 7   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 8   {\"userId\":\"5d9f492327569d32d74478209a321e71\",\"...   \n",
       " 9   {\"userId\":\"dabc492e5cee942eda33e09d1e97f821\",\"...   \n",
       " 10  {\"userId\":\"54b6a6960c7937f7987078bf88c38a2f\",\"...   \n",
       " 11  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 12  {\"userId\":\"69b90c10c8cbeac8da05e8d349eaf13a\",\"...   \n",
       " 13  {\"userId\":\"6ead9a9d40a95e1521ca53f73fa20618\",\"...   \n",
       " 14  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 15  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       " 16  {\"userId\":\"54b6a6960c7937f7987078bf88c38a2f\",\"...   \n",
       " 17  {\"userId\":\"f0d591207ba759dbe49ae2b73366ae8c\",\"...   \n",
       " 18  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 19  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 20  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 21  {\"userId\":\"1b2d3c696b09ca69b0e5f3264419b081\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 26  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 27  {\"userId\":\"aca7c12a2f1b104743312380a6f25054\",\"...   \n",
       " 28  {\"userId\":\"869f1f21925b089fde2defcdfeb21fba\",\"...   \n",
       " 29  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 30  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       " 31  {\"userId\":\"0cb2b2501029d509e8cdea777f766f0c\",\"...   \n",
       " 32  {\"userId\":\"2c100205c7eb2c028df3dac679d77fed\",\"...   \n",
       " 33  {\"userId\":\"056815c015a3c3b4455d9756fea9d2c0\",\"...   \n",
       " 34  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 37  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 38  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 39  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256376837%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2258956493%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2258733143%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2246856955%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2258973463%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2233787845%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2246959085%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2257223711%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2246870615%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2246215899%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2256876529%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2257513943%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2246958655%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2259317515%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%2235923437%22%2C%22sfrom%22%...   \n",
       " 19  %7B%22jobId%22%3A%2256295007%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2245187159%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2258870277%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2230477665%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2244978805%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2243037645%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2250466807%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2255829685%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2246777103%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2259110045%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2257157157%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2258584023%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2246659839%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2246414125%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2246869011%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2248905275%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2245177357%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2259115121%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2257403583%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2255992453%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2245327891%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...   \n",
       " 1                                                  []   \n",
       " 2                                                  []   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]   \n",
       " 6                                            [神外, 医生]   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 8                                                  []   \n",
       " 9                                                  []   \n",
       " 10                                       [to B, to G]   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...   \n",
       " 12                                   [产品设计, AI人工智能产品]   \n",
       " 13                                             [游戏行业]   \n",
       " 14                                                 []   \n",
       " 15                                                 []   \n",
       " 16                                       [to B, to G]   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...   \n",
       " 18                                                 []   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...   \n",
       " 20                                   [化妆品, 消费品, 产品开发]   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 23                                             [to C]   \n",
       " 24                                                 []   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]   \n",
       " 26                                                 []   \n",
       " 27                                             [医院器械]   \n",
       " 28                                                 []   \n",
       " 29                                             [泌尿外科]   \n",
       " 30                                                 []   \n",
       " 31                                      [游戏产品, MMO游戏]   \n",
       " 32                                             [to C]   \n",
       " 33                                                 []   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...   \n",
       " 38                                             [品牌策划]   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  job.salary job.jobId  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  56376837   \n",
       " 1                      Product Marketing Manager  18-25k·14薪  58956493   \n",
       " 2                                           产品经理        薪资面议  58733143   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       " 4                            产品经理Product Manager      20-25k  57679297   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  46856955   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  58215521   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  58973463   \n",
       " 9                                     项目管理PM(广州)  10-20k·14薪  33787845   \n",
       " 10                               product manager      30-50k  46959085   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  57223711   \n",
       " 12                                      AI营销产品经理      12-24k  46870615   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  46215899   \n",
       " 14                    Automation Product Manager  20-40k·13薪  56876529   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       " 16                                          产品经理      20-30k  46958655   \n",
       " 17                                    AIGC营销产品经理      20-35k  59317515   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  35923437   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  45187159   \n",
       " 21                                        产品策划经理      18-30k  58870277   \n",
       " 22                                          产品经理  18-40k·14薪  30477665   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  44978805   \n",
       " 24                                        数码产品经理        薪资面议  43037645   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  55829685   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  46777103   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  59110045   \n",
       " 29                                        医药产品经理  25-30k·14薪  57157157   \n",
       " 30                        Senior Product Manager  20-30k·13薪  58584023   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  46659839   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  46414125   \n",
       " 33                                          产品经理  20-25k·16薪  46869011   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  48905275   \n",
       " 35                              Product Manager       25-30k  45177357   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  59115121   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       " 38                                        产品策划经理      15-25k  55992453   \n",
       " 39                                        硬件产品经理  30-50k·14薪  45327891   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink job.jobKind  job.dq  ...  \\\n",
       " 0                                            2      广州  ...   \n",
       " 1                                            2  广州-天河区  ...   \n",
       " 2                                            2      广州  ...   \n",
       " 3                                            2  广州-天河区  ...   \n",
       " 4                                            2  广州-番禺区  ...   \n",
       " 5              NaN             NaN           1      广州  ...   \n",
       " 6                                            2  广州-越秀区  ...   \n",
       " 7                                            2  广州-天河区  ...   \n",
       " 8                                            2  广州-天河区  ...   \n",
       " 9                                            2  广州-南沙区  ...   \n",
       " 10             NaN             NaN           1  广州-番禺区  ...   \n",
       " 11                                           2      广州  ...   \n",
       " 12             NaN             NaN           1      广州  ...   \n",
       " 13             NaN             NaN           1  广州-天河区  ...   \n",
       " 14                                           2  广州-天河区  ...   \n",
       " 15                                           2  广州-天河区  ...   \n",
       " 16             NaN             NaN           1  广州-番禺区  ...   \n",
       " 17                                           2  广州-番禺区  ...   \n",
       " 18                                           2      广州  ...   \n",
       " 19                                           2  广州-天河区  ...   \n",
       " 20             NaN             NaN           1      广州  ...   \n",
       " 21                                           2  广州-白云区  ...   \n",
       " 22                                           2  广州-越秀区  ...   \n",
       " 23             NaN             NaN           1      广州  ...   \n",
       " 24                                           2      广州  ...   \n",
       " 25                                           2  广州-天河区  ...   \n",
       " 26                                           2  广州-天河区  ...   \n",
       " 27             NaN             NaN           1      广州  ...   \n",
       " 28                                           2  广州-白云区  ...   \n",
       " 29                                           2  广州-越秀区  ...   \n",
       " 30                                           2  广州-天河区  ...   \n",
       " 31             NaN             NaN           1      广州  ...   \n",
       " 32             NaN             NaN           1      广州  ...   \n",
       " 33             NaN             NaN           1      广州  ...   \n",
       " 34                                           2  广州-天河区  ...   \n",
       " 35             NaN             NaN           1      广州  ...   \n",
       " 36                                           2  广州-黄埔区  ...   \n",
       " 37                                           2  广州-番禺区  ...   \n",
       " 38                                           2  广州-白云区  ...   \n",
       " 39             NaN             NaN           1  广州-海珠区  ...   \n",
       " \n",
       "    recruiter.imUserType             recruiter.recruiterId  \\\n",
       " 0                     2  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1                     2  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 2                     2  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 3                     2  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                     2  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                     2  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6                     2  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                     2  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                     2  5d9f492327569d32d74478209a321e71   \n",
       " 9                     2  dabc492e5cee942eda33e09d1e97f821   \n",
       " 10                    2  54b6a6960c7937f7987078bf88c38a2f   \n",
       " 11                    2  1147dd557533b4567e1472c76bc04ebd   \n",
       " 12                    2  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 13                    2  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 14                    2  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 15                    2  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 16                    2  54b6a6960c7937f7987078bf88c38a2f   \n",
       " 17                    2  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 18                    2  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 19                    2  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 20                    2  375a1dfe17607510a0693c119d820cfb   \n",
       " 21                    2  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 22                    2  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23                    2  ec2448066ad5cdf94f25083a3243b675   \n",
       " 24                    2  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                    2  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26                    2  308332da68f592edf82050c4b8bff969   \n",
       " 27                    2  aca7c12a2f1b104743312380a6f25054   \n",
       " 28                    2  869f1f21925b089fde2defcdfeb21fba   \n",
       " 29                    2  22ab2b1a88769c3259935c280d474240   \n",
       " 30                    2  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 31                    2  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32                    2  2c100205c7eb2c028df3dac679d77fed   \n",
       " 33                    2  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 34                    2  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 35                    2  47227c6fbfcd952686963be95b15422d   \n",
       " 36                    2  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 37                    2  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 38                    2  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 39                    2  1d96d00cfe919fa26a1adf5987777a35   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compStage  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg              B轮   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg           融资未公开   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg             NaN   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png             已上市   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg             已上市   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg             NaN   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg             NaN   \n",
       " 10   62e35bf252df9858ce41335203u.png             NaN   \n",
       " 11   63a46574fd38b10039f0b94b05u.png              D轮   \n",
       " 12   628e2c897f51e2499cd1bfbf04u.jpg             已上市   \n",
       " 13   5f8fa3a6f6d1ab58476f322808u.png           融资未公开   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 16   62e35bf252df9858ce41335203u.png            战略融资   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg          沪深A股上市   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg           融资未公开   \n",
       " 19   5f8f9868f6d1ab58476f24a008u.jpg          沪深A股上市   \n",
       " 20   6100c9081d756a75997a266703u.jpg           融资未公开   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg             NaN   \n",
       " 23   62f7aab56555120790d6013103u.png           融资未公开   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg              其他   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg             NaN   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg             NaN   \n",
       " 27   62a84fdfe9fa0e1ff408683002u.png             已上市   \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg            美股上市   \n",
       " 29   5f8f986aea60860b75384fab08u.jpg            港股上市   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg             NaN   \n",
       " 31   637c93b834e8df2c1c647b1602u.png           融资未公开   \n",
       " 32   6400c9110fa75b6cd95be96806u.png           融资未公开   \n",
       " 33   648182a39830432e905baf2d04u.png           融资未公开   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg             已上市   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg           融资未公开   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg           融资未公开   \n",
       " 37   601baaab60c8320221e3c1d902u.png             已上市   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg             NaN   \n",
       " 39   5f8fa3bddfb13a7dee343d7608u.png             NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg              盈米基金       100-499人   \n",
       " 1   648fbf95b7732f1e292621c406u.png    卡尔蔡司光学(广州)有限公司       500-999人   \n",
       " 2   5fdc38169b3439706a19fd5901u.png           辉柏嘉(中国)       500-999人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png              仙婷集团         50-99人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          大型制药集团公司       10000人以上   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png            复星医药集团       10000人以上   \n",
       " 7   6274ee6d04a5ff469b10880402u.png              仙婷集团         50-99人   \n",
       " 8   5bfe926374719d9f609a6a1b03a.png  安永全球商务服务(大连)有限公司       500-999人   \n",
       " 9   5bfe982174719df0ac995ebc03a.png              得意电子       10000人以上   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png             某知名公司       100-499人   \n",
       " 11  60a497de907306298575785f03u.png        文远知行WeRide       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png   某广州广告/公关/会展上市公司       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司       10000人以上   \n",
       " 14  5952237b7032381b6822192505a.jpg               丹纳赫    5000-10000人   \n",
       " 15  555c2acba3109367c320a8c601a.png              曼秀雷敦       500-999人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png         某北京医疗器械公司       100-499人   \n",
       " 17  5bfe9d9f74719d2aa34b6af203a.png  广东因赛品牌营销集团股份有限公司       100-499人   \n",
       " 18  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司       100-499人   \n",
       " 19  5cc116c89fae687d43343d7308u.png              润建股份    5000-10000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司     2000-5000人   \n",
       " 21  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 22  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司       10000人以上   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png              汇丰软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png             斯凯奇中国     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png             斯凯奇中国     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png       某北京医疗器械上市公司       500-999人   \n",
       " 28  5bfe93af74719d9f609aaaef03a.png             Baidu       10000人以上   \n",
       " 29  5bfe916674719d35745ad29703a.png              康方生物     2000-5000人   \n",
       " 30  555c2acba3109367c320a8c601a.png              曼秀雷敦       500-999人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司       10000人以上   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某广州大型日化公司       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png      某天津电气机械/器材公司       100-499人   \n",
       " 34  5ff42565bebf7311a41e860005u.png              广州百田       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司     2000-5000人   \n",
       " 36  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司       100-499人   \n",
       " 37  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司       10000人以上   \n",
       " 38  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司          1-49人   \n",
       " \n",
       "    comp.compIndustry comp.compId                                 comp.link  \n",
       " 0           基金/证券/期货   9954019.0   https://www.liepin.com/company/9954019/  \n",
       " 1              批发/零售   7977404.0   https://www.liepin.com/company/7977404/  \n",
       " 2            办公用品/设备   8094471.0   https://www.liepin.com/company/8094471/  \n",
       " 3             贸易/进出口   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 4               IT服务  13315477.0  https://www.liepin.com/company/13315477/  \n",
       " 5            制药/生物工程         NaN                                            \n",
       " 6                 制药   7023768.0   https://www.liepin.com/company/7023768/  \n",
       " 7             贸易/进出口   8112968.0   https://www.liepin.com/company/8112968/  \n",
       " 8            其他商务服务业   8806497.0   https://www.liepin.com/company/8806497/  \n",
       " 9        电子/半导体/集成电路   7892168.0   https://www.liepin.com/company/7892168/  \n",
       " 10              IT服务         NaN                                            \n",
       " 11              人工智能   9491766.0   https://www.liepin.com/company/9491766/  \n",
       " 12          广告/公关/会展         NaN                                            \n",
       " 13             计算机软件         NaN                                            \n",
       " 14              医疗器械   8506529.0   https://www.liepin.com/company/8506529/  \n",
       " 15                日化   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 16              医疗器械         NaN                                            \n",
       " 17          广告/公关/会展   9146475.0   https://www.liepin.com/company/9146475/  \n",
       " 18                制药   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 19              通信设备   7863327.0   https://www.liepin.com/company/7863327/  \n",
       " 20                日化         NaN                                            \n",
       " 21               互联网   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 22            专业技术服务   9283329.0   https://www.liepin.com/company/9283329/  \n",
       " 23          食品/饮料/酒水         NaN                                            \n",
       " 24             计算机软件   2664546.0   https://www.liepin.com/company/2664546/  \n",
       " 25          服装/纺织/皮革  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 26          服装/纺织/皮革  13032765.0  https://www.liepin.com/company/13032765/  \n",
       " 27              医疗器械         NaN                                            \n",
       " 28               互联网    884492.0    https://www.liepin.com/company/884492/  \n",
       " 29                制药   8275623.0   https://www.liepin.com/company/8275623/  \n",
       " 30                日化   2061455.0   https://www.liepin.com/company/2061455/  \n",
       " 31             计算机软件         NaN                                            \n",
       " 32                日化         NaN                                            \n",
       " 33           电气机械/器材         NaN                                            \n",
       " 34                游戏    803274.0    https://www.liepin.com/company/803274/  \n",
       " 35                日化         NaN                                            \n",
       " 36                制药   7932064.0   https://www.liepin.com/company/7932064/  \n",
       " 37               互联网   8361671.0   https://www.liepin.com/company/8361671/  \n",
       " 38               互联网   9660700.0   https://www.liepin.com/company/9660700/  \n",
       " 39           电气机械/器材         NaN                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"jobId\":\"56376837\",\"imI...                     王先生   \n",
       " 1   {\"recruiterName\":\"李女士\",\"jobId\":\"58733143\",\"imI...                     李女士   \n",
       " 2   {\"recruiterName\":\"黄女士\",\"jobId\":\"58956493\",\"imI...                     黄女士   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"imI...                     吴女士   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"imI...                     樊女士   \n",
       " 5   {\"recruiterName\":\"周先生\",\"jobId\":\"46856955\",\"imI...                     周先生   \n",
       " 6   {\"recruiterName\":\"张先生\",\"jobId\":\"58215521\",\"imI...                     张先生   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"imI...                     吴女士   \n",
       " 8   {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"imI...                     程先生   \n",
       " 9   {\"recruiterName\":\"谢女士\",\"jobId\":\"33787845\",\"imI...                     谢女士   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"jobId\":\"46215899\",\"imI...                     戴先生   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"jobId\":\"46870615\",\"imI...                     郭女士   \n",
       " 12  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...                     王女士   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"jobId\":\"57513943\",\"imI...                     谢女士   \n",
       " 14  {\"recruiterName\":\"王女士\",\"jobId\":\"59317515\",\"imI...                     王女士   \n",
       " 15  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"imI...                     黎先生   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...               Keli Tang   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"imI...                     宋女士   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"jobId\":\"58870277\",\"imI...                     黄女士   \n",
       " 19  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"imI...                     林先生   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"imI...                     陈女士   \n",
       " 21  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"imI...                     张先生   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"imI...                     陈先生   \n",
       " 23  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"imI...                     林女士   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"jobId\":\"46777103\",\"imI...                     卿女士   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"imI...                     刘先生   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"jobId\":\"58584023\",\"imI...                     谢女士   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"jobId\":\"59110045\",\"imI...                     贾女士   \n",
       " 28  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"imI...                     郑先生   \n",
       " 29  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"imI...                     孙女士   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"jobId\":\"46414125\",\"imI...                     陈女士   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"jobId\":\"46659839\",\"imI...                     叶女士   \n",
       " 32  {\"recruiterName\":\"宗先生\",\"jobId\":\"46869011\",\"imI...                     宗先生   \n",
       " 33  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"imI...                     俞女士   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"jobId\":\"59115121\",\"imI...                     陈女士   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"imI...                     唐女士   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"imI...                     唐女士   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"imI...                     刘女士   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imI...                     刘女士   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imI...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0              人力资源伙伴(HRBP)  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1                        HR  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 2                        HR  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 3                HR Officer  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                       HRM  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                      猎头顾问  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6                    人力资源专员  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                HR Officer  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                      招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       " 9                    连接器工程师  dabc492e5cee942eda33e09d1e97f821   \n",
       " 10                     猎头顾问  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 11                     猎头顾问  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 12                   人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 13                   人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 14                  人力资源副经理  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 15                     招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 16                     HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 17                     猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       " 18                   HRBP经理  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 19                     猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       " 20                       HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 21                      112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 22                           3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 23               人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       " 24                     猎头顾问  aca7c12a2f1b104743312380a6f25054   \n",
       " 25               高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       " 26                   人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 27                recruiter  869f1f21925b089fde2defcdfeb21fba   \n",
       " 28                      HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 29                     猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       " 30                     猎头顾问  2c100205c7eb2c028df3dac679d77fed   \n",
       " 31                     猎头顾问  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32                     猎头顾问  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 33                       HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 34                           0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 35                     猎头顾问  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 36                           69bf0604ae10eb243f03c06e2c7db374   \n",
       " 37               Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38               Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39                   人力资源管理  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       " 0   52c4365602551576abcb385e72bd8d3d                    2              False   \n",
       " 1   a77e3547cf3d67c4ac4acac916df0e35                    2              False   \n",
       " 2   6652e0af2060df2c160b5b344d4ef7b6                    2              False   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2              False   \n",
       " 5   2c9e72fbdf2bd8d599eeb040770b0b48                    2              False   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2              False   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       " 8   6fa10ff6ea77d091528dabef14b76f2d                    2              False   \n",
       " 9   6f058014d3ef83122982e990dc084411                    2              False   \n",
       " 10  25a454b754ae73fd2972004574cc2f3b                    2              False   \n",
       " 11  1534619dd0cbc81597cd4b0530f9e3f9                    2              False   \n",
       " 12  24c1cab13ef9bc2e801c17c79e240538                    2              False   \n",
       " 13  fb94d0eef421593a509db46caffb89c7                    2              False   \n",
       " 14  fb316ba4a4eb308e6172c091f854d35c                    2              False   \n",
       " 15  beff7093463e459a613348042573671f                    2              False   \n",
       " 16  edbe6a7c4ed9d6e5aaa70b13e477f173                    2              False   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2              False   \n",
       " 18  556085ce1cfb1ea84c7b9da341e06feb                    2              False   \n",
       " 19  d9615c119bb132bd55a0b6511a508218                    2              False   \n",
       " 20  18f5af2ced812a43d6a9d1214a39013b                    2              False   \n",
       " 21  bd0efb08acc7704271de52c3bc0b6279                    2              False   \n",
       " 22  feaaf399e43a569d29323863fa1c0b93                    2              False   \n",
       " 23  7b8081a6d08696bafaf1d0d00bd33fc5                    2              False   \n",
       " 24  53c8427ff462afc6eb206e660be18459                    2              False   \n",
       " 25  d4cc4bca17cae276aefc9b4a2bd8879c                    2              False   \n",
       " 26  fb94d0eef421593a509db46caffb89c7                    2              False   \n",
       " 27  f66b91de2a4984d02980490a0cdf2257                    2              False   \n",
       " 28  ecb69f58b8af2fa07bed4a56d1662c8b                    2              False   \n",
       " 29  9cfdabc8878349689809d03804875792                    2              False   \n",
       " 30  cdd38888643756d4ef38cb0ce6f46cd7                    2              False   \n",
       " 31  06f4df96b4c6fd1861a8485668ee84be                    2              False   \n",
       " 32  69edf10a357b33f7bd1f3cfaeaaa47e3                    2              False   \n",
       " 33  927752d28c878e66e4cd5c055e1e05ce                    2              False   \n",
       " 34  767685575712890413dd84912f51618a                    2              False   \n",
       " 35  73f267275bfde46ce68ea511f8a9efc5                    2              False   \n",
       " 36  9e5b45289ab5581e337193710fe42056                    2              False   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2              False   \n",
       " 38  b76b2be27ab4a4746042c177f0a1d2b1                    2              False   \n",
       " 39  d458df6acc9507089941166e65ebdb6f                    2              False   \n",
       " \n",
       "             recruiter.recruiterPhoto  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8    63a46574fd38b10039f0b94b05u.png   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17   6100c9081d756a75997a266703u.jpg   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19   62f7aab56555120790d6013103u.png   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 30   6400c9110fa75b6cd95be96806u.png   \n",
       " 31   637c93b834e8df2c1c647b1602u.png   \n",
       " 32   648182a39830432e905baf2d04u.png   \n",
       " 33   601baaab60c8320221e3c1d902u.png   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  ...            True   \n",
       " 1                                                  []  ...            True   \n",
       " 2                                                  []  ...            True   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...           False   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  ...           False   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  ...           False   \n",
       " 6                                            [神外, 医生]  ...           False   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  ...           False   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  ...           False   \n",
       " 9                                                  []  ...           False   \n",
       " 10                                             [游戏行业]  ...           False   \n",
       " 11                                   [产品设计, AI人工智能产品]  ...           False   \n",
       " 12                                                 []  ...           False   \n",
       " 13                                                 []  ...           False   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  ...           False   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  ...           False   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  ...           False   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  ...           False   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  ...           False   \n",
       " 19                                             [to C]  ...           False   \n",
       " 20                                                 []  ...           False   \n",
       " 21                                                 []  ...           False   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  ...           False   \n",
       " 23                                                 []  ...           False   \n",
       " 24                                             [医院器械]  ...           False   \n",
       " 25                                             [泌尿外科]  ...           False   \n",
       " 26                                                 []  ...           False   \n",
       " 27                                                 []  ...           False   \n",
       " 28                                             [品牌策划]  ...           False   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  ...           False   \n",
       " 30                                             [to C]  ...           False   \n",
       " 31                                      [游戏产品, MMO游戏]  ...           False   \n",
       " 32                                                 []  ...           False   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  ...           False   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  ...           False   \n",
       " 35                                                 []  ...           False   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  ...           False   \n",
       " 37                                             [增长产品]  ...           False   \n",
       " 38                                                 []  ...           False   \n",
       " 39                                             [数据分析]  ...           False   \n",
       " \n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       " 0                  3-5年                  本科             B轮   \n",
       " 1                 5-10年                统招本科            NaN   \n",
       " 2                 5-10年                  硕士          融资未公开   \n",
       " 3                  3-5年                  硕士            NaN   \n",
       " 4                  3-5年                  本科            NaN   \n",
       " 5                  经验不限                统招本科            已上市   \n",
       " 6                  1-3年                统招本科            已上市   \n",
       " 7                  3-5年                  本科            NaN   \n",
       " 8                  经验不限                  本科             D轮   \n",
       " 9                  3-5年                  大专            NaN   \n",
       " 10                5-10年               本科及以上          融资未公开   \n",
       " 11                 3-5年               本科及以上            已上市   \n",
       " 12                5-10年                  本科            NaN   \n",
       " 13                 3-5年                  本科            NaN   \n",
       " 14                 3-5年                统招本科         沪深A股上市   \n",
       " 15                 3-5年                  本科         沪深A股上市   \n",
       " 16                5-10年                  硕士            NaN   \n",
       " 17                5-10年               本科及以上          融资未公开   \n",
       " 18                5-10年                  本科            NaN   \n",
       " 19                 经验不限                学历不限          融资未公开   \n",
       " 20                 3-5年                  硕士          融资未公开   \n",
       " 21                 3-5年                  本科             其他   \n",
       " 22                 3-5年                  本科            NaN   \n",
       " 23                5-10年                  本科            NaN   \n",
       " 24                 经验不限                统招本科            已上市   \n",
       " 25                 1-3年                  硕士           港股上市   \n",
       " 26                5-10年                  本科            NaN   \n",
       " 27                5-10年                统招本科           美股上市   \n",
       " 28                5-10年                  本科            NaN   \n",
       " 29                 1-3年               本科及以上          融资未公开   \n",
       " 30                5-10年                统招本科          融资未公开   \n",
       " 31                 3-5年                统招本科          融资未公开   \n",
       " 32                10年以上                统招本科          融资未公开   \n",
       " 33                 3-5年                  本科            已上市   \n",
       " 34                5-10年                统招本科          融资未公开   \n",
       " 35                5-10年               本科及以上            NaN   \n",
       " 36                5-10年                  本科            已上市   \n",
       " 37                 3-5年                统招本科            NaN   \n",
       " 38                5-10年                  本科            NaN   \n",
       " 39                 3-5年                  本科          科创板上市   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry     comp.compName  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg          基金/证券/期货              盈米基金   \n",
       " 1   5fdc38169b3439706a19fd5901u.png           办公用品/设备           辉柏嘉(中国)   \n",
       " 2   648fbf95b7732f1e292621c406u.png             批发/零售    卡尔蔡司光学(广州)有限公司   \n",
       " 3   6274ee6d04a5ff469b10880402u.png            贸易/进出口              仙婷集团   \n",
       " 4   61b07937d0458d53c627567e02u.jpg              IT服务    广州市新目标电子商务有限公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           制药/生物工程          大型制药集团公司   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png                制药            复星医药集团   \n",
       " 7   6274ee6d04a5ff469b10880402u.png            贸易/进出口              仙婷集团   \n",
       " 8   60a497de907306298575785f03u.png              人工智能        文远知行WeRide   \n",
       " 9   5bfe982174719df0ac995ebc03a.png       电子/半导体/集成电路              得意电子   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          广告/公关/会展   某广州广告/公关/会展上市公司   \n",
       " 12  5952237b7032381b6822192505a.jpg              医疗器械               丹纳赫   \n",
       " 13  555c2acba3109367c320a8c601a.png                日化              曼秀雷敦   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png          广告/公关/会展  广东因赛品牌营销集团股份有限公司   \n",
       " 15  5cc116c89fae687d43343d7308u.png              通信设备              润建股份   \n",
       " 16  59dc78457832e11b880f044c05a.png            专业技术服务      即能科技(广州)有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                日化         某国内大型日化公司   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png               互联网      嫚熙控股(广州)有限公司   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   某广州大型食品/饮料/酒水公司   \n",
       " 20  5bfe8edd74719d35745a548603a.png                制药     广东环凯微生物科技有限公司   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png             计算机软件              汇丰软件   \n",
       " 22  628c584cb244352e0e92248608u.png          服装/纺织/皮革             斯凯奇中国   \n",
       " 23  628c584cb244352e0e92248608u.png          服装/纺织/皮革             斯凯奇中国   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png              医疗器械       某北京医疗器械上市公司   \n",
       " 25  5bfe916674719d35745ad29703a.png                制药              康方生物   \n",
       " 26  555c2acba3109367c320a8c601a.png                日化              曼秀雷敦   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png               互联网             Baidu   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png               互联网      嫚熙控股(广州)有限公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                日化        某国内大型快消品公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                日化         某广州大型日化公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材      某天津电气机械/器材公司   \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png               互联网    上海汉得信息技术股份有限公司   \n",
       " 34  5bfe8edd74719d35745a548603a.png                制药     广东环凯微生物科技有限公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png           电气机械/器材      某广州电气机械/器材公司   \n",
       " 36  5ff42565bebf7311a41e860005u.png                游戏              广州百田   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png              IT服务         恩梯梯数据(中国)   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png              IT服务         恩梯梯数据(中国)   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png                游戏      英雄互娱科技股份有限公司   \n",
       " \n",
       "     comp.compId comp.compScale                                 comp.link  \n",
       " 0     9954019.0       100-499人   https://www.liepin.com/company/9954019/  \n",
       " 1     8094471.0       500-999人   https://www.liepin.com/company/8094471/  \n",
       " 2     7977404.0       500-999人   https://www.liepin.com/company/7977404/  \n",
       " 3     8112968.0         50-99人   https://www.liepin.com/company/8112968/  \n",
       " 4    13315477.0       100-499人  https://www.liepin.com/company/13315477/  \n",
       " 5           NaN       10000人以上                                            \n",
       " 6     7023768.0       10000人以上   https://www.liepin.com/company/7023768/  \n",
       " 7     8112968.0         50-99人   https://www.liepin.com/company/8112968/  \n",
       " 8     9491766.0       100-499人   https://www.liepin.com/company/9491766/  \n",
       " 9     7892168.0       10000人以上   https://www.liepin.com/company/7892168/  \n",
       " 10          NaN       10000人以上                                            \n",
       " 11          NaN       100-499人                                            \n",
       " 12    8506529.0    5000-10000人   https://www.liepin.com/company/8506529/  \n",
       " 13    2061455.0       500-999人   https://www.liepin.com/company/2061455/  \n",
       " 14    9146475.0       100-499人   https://www.liepin.com/company/9146475/  \n",
       " 15    7863327.0    5000-10000人   https://www.liepin.com/company/7863327/  \n",
       " 16    9283329.0          1-49人   https://www.liepin.com/company/9283329/  \n",
       " 17          NaN     2000-5000人                                            \n",
       " 18    9660700.0     1000-2000人   https://www.liepin.com/company/9660700/  \n",
       " 19          NaN       10000人以上                                            \n",
       " 20    7932064.0       100-499人   https://www.liepin.com/company/7932064/  \n",
       " 21    2664546.0     2000-5000人   https://www.liepin.com/company/2664546/  \n",
       " 22   13032765.0     2000-5000人  https://www.liepin.com/company/13032765/  \n",
       " 23   13032765.0     2000-5000人  https://www.liepin.com/company/13032765/  \n",
       " 24          NaN       500-999人                                            \n",
       " 25    8275623.0     2000-5000人   https://www.liepin.com/company/8275623/  \n",
       " 26    2061455.0       500-999人   https://www.liepin.com/company/2061455/  \n",
       " 27     884492.0       10000人以上    https://www.liepin.com/company/884492/  \n",
       " 28    9660700.0     1000-2000人   https://www.liepin.com/company/9660700/  \n",
       " 29          NaN     2000-5000人                                            \n",
       " 30          NaN       10000人以上                                            \n",
       " 31          NaN       10000人以上                                            \n",
       " 32          NaN       100-499人                                            \n",
       " 33    8361671.0       10000人以上   https://www.liepin.com/company/8361671/  \n",
       " 34    7932064.0       100-499人   https://www.liepin.com/company/7932064/  \n",
       " 35          NaN          1-49人                                            \n",
       " 36     803274.0       500-999人    https://www.liepin.com/company/803274/  \n",
       " 37    6629285.0     2000-5000人   https://www.liepin.com/company/6629285/  \n",
       " 38    6629285.0     2000-5000人   https://www.liepin.com/company/6629285/  \n",
       " 39    8307104.0     1000-2000人   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"56376837\",\"imId\":\"52c4...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"58733143\",\"imId\":\"a77e...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"58956493\",\"imId\":\"6652...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"50965433\",\"imId\":\"0ce6...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"57679297\",\"imId\":\"c161...   \n",
       " 5   {\"jobKind\":\"1\",\"jobId\":\"46856955\",\"imId\":\"2c9e...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"58215521\",\"imId\":\"f8a5...   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"57794503\",\"imId\":\"0ce6...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"57223711\",\"imId\":\"6fa1...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"33787845\",\"imId\":\"6f05...   \n",
       " 10  {\"jobKind\":\"1\",\"jobId\":\"46215899\",\"imId\":\"25a4...   \n",
       " 11  {\"jobKind\":\"1\",\"jobId\":\"46870615\",\"imId\":\"1534...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"56876529\",\"imId\":\"24c1...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"57513943\",\"imId\":\"fb94...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"59317515\",\"imId\":\"fb31...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"56295007\",\"imId\":\"beff...   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"30477665\",\"imId\":\"edbe...   \n",
       " 17  {\"jobKind\":\"1\",\"jobId\":\"45187159\",\"imId\":\"3747...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"58870277\",\"imId\":\"5560...   \n",
       " 19  {\"jobKind\":\"1\",\"jobId\":\"44978805\",\"imId\":\"d961...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"35923437\",\"imId\":\"18f5...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"43037645\",\"imId\":\"bd0e...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"50466807\",\"imId\":\"feaa...   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"55829685\",\"imId\":\"7b80...   \n",
       " 24  {\"jobKind\":\"1\",\"jobId\":\"46777103\",\"imId\":\"53c8...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"57157157\",\"imId\":\"d4cc...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"58584023\",\"imId\":\"fb94...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"59110045\",\"imId\":\"f66b...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"55992453\",\"imId\":\"ecb6...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"45177357\",\"imId\":\"9cfd...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46414125\",\"imId\":\"cdd3...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"46659839\",\"imId\":\"06f4...   \n",
       " 32  {\"jobKind\":\"1\",\"jobId\":\"46869011\",\"imId\":\"69ed...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"57403583\",\"imId\":\"9277...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"59115121\",\"imId\":\"7676...   \n",
       " 35  {\"jobKind\":\"1\",\"jobId\":\"45327891\",\"imId\":\"73f2...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"48905275\",\"imId\":\"9e5b...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"25415919\",\"imId\":\"b76b...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"23154709\",\"imId\":\"b76b...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"31935443\",\"imId\":\"d458...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58733143   \n",
       " 2                                                  []           2  58956493   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "                                        job.title job.refreshTime  job.dq  \\\n",
       " 0                               C端高级产品经理(J10043)  20230621091013      广州   \n",
       " 1                                           产品经理  20230619103414      广州   \n",
       " 2                      Product Marketing Manager  20230616103702  广州-天河区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  20230621113158  广州-天河区   \n",
       " 4                            产品经理Product Manager  20230410215438  广州-番禺区   \n",
       " 5                                   产品经理PM（化药针剂）  20230623105114      广州   \n",
       " 6                 神外产品销售经理 Product Sales Manager  20230428143658  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM  20230621113158  广州-天河区   \n",
       " 8                                   自动驾驶（硬件）产品经理  20230620082118      广州   \n",
       " 9                                     项目管理PM(广州)  20230620093052  广州-南沙区   \n",
       " 10                                  高级产品PM（ARPG）  20230608172448  广州-天河区   \n",
       " 11                                      AI营销产品经理  20230609172939      广州   \n",
       " 12                    Automation Product Manager  20230623110418  广州-天河区   \n",
       " 13   Assistant Product Manager / Product Manager  20230619115334  广州-天河区   \n",
       " 14                                    AIGC营销产品经理  20230614105714  广州-番禺区   \n",
       " 15                                 产品经理（企业数字化转型）  20230221094711  广州-天河区   \n",
       " 16                                          产品经理  20230616173005  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   20230411142619      广州   \n",
       " 18                                        产品策划经理  20230607171157  广州-白云区   \n",
       " 19                          eWMS Product Manager  20230413114524      广州   \n",
       " 20                                  产品经理（工业消洗产品）  20230602115342      广州   \n",
       " 21                                        数码产品经理  20210913204744      广州   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  20221116184947  广州-天河区   \n",
       " 23                             产品经理-产品企划(J13606)  20230206112123  广州-天河区   \n",
       " 24                                     市场经理/产品经理  20230607104618      广州   \n",
       " 25                                        医药产品经理  20230321153342  广州-越秀区   \n",
       " 26                        Senior Product Manager  20230619115334  广州-天河区   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20230606111659  广州-白云区   \n",
       " 28                                        产品策划经理  20230520104442  广州-白云区   \n",
       " 29                              Product Manager   20230621104001      广州   \n",
       " 30                          eWMS Product Manager  20230524161531      广州   \n",
       " 31                                游戏高级美术PM（大厂正编）  20230602143605      广州   \n",
       " 32                                          产品经理  20230609165939      广州   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)  20230329180701  广州-番禺区   \n",
       " 34                            微生物检测产品经理（制药行业/双休）  20230606134705  广州-黄埔区   \n",
       " 35                                        硬件产品经理  20230425143147  广州-海珠区   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20220928174530  广州-天河区   \n",
       " 37                                          活动PM  20210615114605      广州   \n",
       " 38                                        数字营销PM  20200728103437  广州-天河区   \n",
       " 39                                          游戏PM  20200921191755  广州-海珠区   \n",
       " \n",
       "     job.topJob                                     job.dataPromId  ...  \\\n",
       " 0         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王先生             人力资源伙伴(HRBP)   \n",
       " 1                      李女士                       HR   \n",
       " 2                      黄女士                       HR   \n",
       " 3                      吴女士               HR Officer   \n",
       " 4                      樊女士                      HRM   \n",
       " 5                      周先生                     猎头顾问   \n",
       " 6                      张先生                   人力资源专员   \n",
       " 7                      吴女士               HR Officer   \n",
       " 8                      程先生                     招聘专家   \n",
       " 9                      谢女士                   连接器工程师   \n",
       " 10                     戴先生                     猎头顾问   \n",
       " 11                     郭女士                     猎头顾问   \n",
       " 12                     王女士                   人力资源专员   \n",
       " 13                     谢女士                   人力资源经理   \n",
       " 14                     王女士                  人力资源副经理   \n",
       " 15                     黎先生                     招聘主管   \n",
       " 16               Keli Tang                     HRBP   \n",
       " 17                     宋女士                     猎头顾问   \n",
       " 18                     黄女士                   HRBP经理   \n",
       " 19                     林先生                     猎头顾问   \n",
       " 20                     陈女士                       HR   \n",
       " 21                     张先生                      112   \n",
       " 22                     陈先生                            \n",
       " 23                     林女士               人力资源业务合作伙伴   \n",
       " 24                     卿女士                     猎头顾问   \n",
       " 25                     刘先生               高级医学信息沟通专员   \n",
       " 26                     谢女士                   人力资源经理   \n",
       " 27                     贾女士                recruiter   \n",
       " 28                     郑先生                      HRM   \n",
       " 29                     孙女士                     猎头顾问   \n",
       " 30                     陈女士                     猎头顾问   \n",
       " 31                     叶女士                     猎头顾问   \n",
       " 32                     宗先生                     猎头顾问   \n",
       " 33                     俞女士                       HR   \n",
       " 34                     陈女士                            \n",
       " 35                     唐女士                     猎头顾问   \n",
       " 36                     唐女士                            \n",
       " 37                     刘女士               Consultant   \n",
       " 38                     刘女士               Consultant   \n",
       " 39                     邱女士                   人力资源管理   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry     comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg          基金/证券/期货              盈米基金   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg           办公用品/设备           辉柏嘉(中国)   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg             批发/零售    卡尔蔡司光学(广州)有限公司   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg              IT服务    广州市新目标电子商务有限公司   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png           制药/生物工程          大型制药集团公司   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg                制药            复星医药集团   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 8    63a46574fd38b10039f0b94b05u.png              人工智能        文远知行WeRide   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路              得意电子   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg          广告/公关/会展   某广州广告/公关/会展上市公司   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg              医疗器械               丹纳赫   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg          广告/公关/会展  广东因赛品牌营销集团股份有限公司   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg              通信设备              润建股份   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg            专业技术服务      即能科技(广州)有限公司   \n",
       " 17   6100c9081d756a75997a266703u.jpg                日化         某国内大型日化公司   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 19   62f7aab56555120790d6013103u.png          食品/饮料/酒水   某广州大型食品/饮料/酒水公司   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg             计算机软件              汇丰软件   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png              医疗器械       某北京医疗器械上市公司   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg                制药              康方生物   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg               互联网             Baidu   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg                日化        某国内大型快消品公司   \n",
       " 30   6400c9110fa75b6cd95be96806u.png                日化         某广州大型日化公司   \n",
       " 31   637c93b834e8df2c1c647b1602u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 32   648182a39830432e905baf2d04u.png           电气机械/器材      某天津电气机械/器材公司   \n",
       " 33   601baaab60c8320221e3c1d902u.png               互联网    上海汉得信息技术股份有限公司   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png           电气机械/器材      某广州电气机械/器材公司   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg                游戏              广州百田   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg                游戏      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compId  comp.compScale  comp.compStage  \\\n",
       " 0    9954019.0        100-499人              B轮   \n",
       " 1    8094471.0        500-999人             NaN   \n",
       " 2    7977404.0        500-999人           融资未公开   \n",
       " 3    8112968.0          50-99人             NaN   \n",
       " 4   13315477.0        100-499人             NaN   \n",
       " 5          NaN        10000人以上             已上市   \n",
       " 6    7023768.0        10000人以上             已上市   \n",
       " 7    8112968.0          50-99人             NaN   \n",
       " 8    9491766.0        100-499人              D轮   \n",
       " 9    7892168.0        10000人以上             NaN   \n",
       " 10         NaN        10000人以上           融资未公开   \n",
       " 11         NaN        100-499人             已上市   \n",
       " 12   8506529.0     5000-10000人             NaN   \n",
       " 13   2061455.0        500-999人             NaN   \n",
       " 14   9146475.0        100-499人          沪深A股上市   \n",
       " 15   7863327.0     5000-10000人          沪深A股上市   \n",
       " 16   9283329.0           1-49人             NaN   \n",
       " 17         NaN      2000-5000人           融资未公开   \n",
       " 18   9660700.0      1000-2000人             NaN   \n",
       " 19         NaN        10000人以上           融资未公开   \n",
       " 20   7932064.0        100-499人           融资未公开   \n",
       " 21   2664546.0      2000-5000人              其他   \n",
       " 22  13032765.0      2000-5000人             NaN   \n",
       " 23  13032765.0      2000-5000人             NaN   \n",
       " 24         NaN        500-999人             已上市   \n",
       " 25   8275623.0      2000-5000人            港股上市   \n",
       " 26   2061455.0        500-999人             NaN   \n",
       " 27    884492.0        10000人以上            美股上市   \n",
       " 28   9660700.0      1000-2000人             NaN   \n",
       " 29         NaN      2000-5000人           融资未公开   \n",
       " 30         NaN        10000人以上           融资未公开   \n",
       " 31         NaN        10000人以上           融资未公开   \n",
       " 32         NaN        100-499人           融资未公开   \n",
       " 33   8361671.0        10000人以上             已上市   \n",
       " 34   7932064.0        100-499人           融资未公开   \n",
       " 35         NaN           1-49人             NaN   \n",
       " 36    803274.0        500-999人             已上市   \n",
       " 37   6629285.0      2000-5000人             NaN   \n",
       " 38   6629285.0      2000-5000人             NaN   \n",
       " 39   8307104.0      1000-2000人           科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       " 1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       " 2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       " 9   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_cu...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"56376837\",\"jobKind\":\"2\",\"userId\":\"4e...   \n",
       " 1   {\"jobId\":\"33787845\",\"jobKind\":\"2\",\"userId\":\"da...   \n",
       " 2   {\"jobId\":\"58733143\",\"jobKind\":\"2\",\"userId\":\"32...   \n",
       " 3   {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"userId\":\"14...   \n",
       " 4   {\"jobId\":\"57679297\",\"jobKind\":\"2\",\"userId\":\"74...   \n",
       " 5   {\"jobId\":\"46856955\",\"jobKind\":\"1\",\"userId\":\"e2...   \n",
       " 6   {\"jobId\":\"58215521\",\"jobKind\":\"2\",\"userId\":\"54...   \n",
       " 7   {\"jobId\":\"57794503\",\"jobKind\":\"2\",\"userId\":\"14...   \n",
       " 8   {\"jobId\":\"57223711\",\"jobKind\":\"2\",\"userId\":\"11...   \n",
       " 9   {\"jobId\":\"58956493\",\"jobKind\":\"2\",\"userId\":\"df...   \n",
       " 10  {\"jobId\":\"46215899\",\"jobKind\":\"1\",\"userId\":\"6e...   \n",
       " 11  {\"jobId\":\"46870615\",\"jobKind\":\"1\",\"userId\":\"69...   \n",
       " 12  {\"jobId\":\"56876529\",\"jobKind\":\"2\",\"userId\":\"57...   \n",
       " 13  {\"jobId\":\"57513943\",\"jobKind\":\"2\",\"userId\":\"cc...   \n",
       " 14  {\"jobId\":\"59317515\",\"jobKind\":\"2\",\"userId\":\"f0...   \n",
       " 15  {\"jobId\":\"56295007\",\"jobKind\":\"2\",\"userId\":\"ed...   \n",
       " 16  {\"jobId\":\"30477665\",\"jobKind\":\"2\",\"userId\":\"8d...   \n",
       " 17  {\"jobId\":\"45187159\",\"jobKind\":\"1\",\"userId\":\"37...   \n",
       " 18  {\"jobId\":\"58870277\",\"jobKind\":\"2\",\"userId\":\"1b...   \n",
       " 19  {\"jobId\":\"44978805\",\"jobKind\":\"1\",\"userId\":\"ec...   \n",
       " 20  {\"jobId\":\"35923437\",\"jobKind\":\"2\",\"userId\":\"7f...   \n",
       " 21  {\"jobId\":\"43037645\",\"jobKind\":\"2\",\"userId\":\"80...   \n",
       " 22  {\"jobId\":\"50466807\",\"jobKind\":\"2\",\"userId\":\"34...   \n",
       " 23  {\"jobId\":\"55829685\",\"jobKind\":\"2\",\"userId\":\"30...   \n",
       " 24  {\"jobId\":\"46777103\",\"jobKind\":\"1\",\"userId\":\"ac...   \n",
       " 25  {\"jobId\":\"57157157\",\"jobKind\":\"2\",\"userId\":\"22...   \n",
       " 26  {\"jobId\":\"58584023\",\"jobKind\":\"2\",\"userId\":\"cc...   \n",
       " 27  {\"jobId\":\"59110045\",\"jobKind\":\"2\",\"userId\":\"86...   \n",
       " 28  {\"jobId\":\"55992453\",\"jobKind\":\"2\",\"userId\":\"71...   \n",
       " 29  {\"jobId\":\"45177357\",\"jobKind\":\"1\",\"userId\":\"47...   \n",
       " 30  {\"jobId\":\"46414125\",\"jobKind\":\"1\",\"userId\":\"2c...   \n",
       " 31  {\"jobId\":\"46659839\",\"jobKind\":\"1\",\"userId\":\"0c...   \n",
       " 32  {\"jobId\":\"46869011\",\"jobKind\":\"1\",\"userId\":\"05...   \n",
       " 33  {\"jobId\":\"57403583\",\"jobKind\":\"2\",\"userId\":\"77...   \n",
       " 34  {\"jobId\":\"59115121\",\"jobKind\":\"2\",\"userId\":\"0f...   \n",
       " 35  {\"jobId\":\"45327891\",\"jobKind\":\"1\",\"userId\":\"1d...   \n",
       " 36  {\"jobId\":\"48905275\",\"jobKind\":\"2\",\"userId\":\"69...   \n",
       " 37  {\"jobId\":\"25415919\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       " 38  {\"jobId\":\"23154709\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       " 39  {\"jobId\":\"31935443\",\"jobKind\":\"2\",\"userId\":\"2b...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837  15-30k·15薪   \n",
       " 1                                                  []  33787845  10-20k·14薪   \n",
       " 2                                                  []  58733143        薪资面议   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433        薪资面议   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297      20-25k   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  46856955  25-30k·14薪   \n",
       " 6                                            [神外, 医生]  58215521  12-15k·15薪   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503        薪资面议   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...  57223711  25-40k·15薪   \n",
       " 9                                                  []  58956493  18-25k·14薪   \n",
       " 10                                             [游戏行业]  46215899  20-35k·14薪   \n",
       " 11                                   [产品设计, AI人工智能产品]  46870615      12-24k   \n",
       " 12                                                 []  56876529  20-40k·13薪   \n",
       " 13                                                 []  57513943  15-25k·13薪   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  59317515      20-35k   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007       6-10k   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665  18-40k·14薪   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159  18-30k·13薪   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277      18-30k   \n",
       " 19                                             [to C]  44978805  20-40k·15薪   \n",
       " 20                                                 []  35923437      12-30k   \n",
       " 21                                                 []  43037645        薪资面议   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  50466807  14-28k·16薪   \n",
       " 23                                                 []  55829685      15-25k   \n",
       " 24                                             [医院器械]  46777103  30-40k·15薪   \n",
       " 25                                             [泌尿外科]  57157157  25-30k·14薪   \n",
       " 26                                                 []  58584023  20-30k·13薪   \n",
       " 27                                                 []  59110045  20-40k·16薪   \n",
       " 28                                             [品牌策划]  55992453      15-25k   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  45177357      25-30k   \n",
       " 30                                             [to C]  46414125  30-50k·14薪   \n",
       " 31                                      [游戏产品, MMO游戏]  46659839  20-35k·16薪   \n",
       " 32                                                 []  46869011  20-25k·16薪   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583      11-22k   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121  15-20k·16薪   \n",
       " 35                                                 []  45327891  30-50k·14薪   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  48905275  20-28k·13薪   \n",
       " 37                                             [增长产品]  25415919        薪资面议   \n",
       " 38                                                 []  23154709        薪资面议   \n",
       " 39                                             [数据分析]  31935443  15-30k·13薪   \n",
       " \n",
       "                                        job.title job.jobKind job.refreshTime  \\\n",
       " 0                               C端高级产品经理(J10043)           2  20230621091013   \n",
       " 1                                     项目管理PM(广州)           2  20230620093052   \n",
       " 2                                           产品经理           2  20230619103414   \n",
       " 3                    产品经理（化妆品原料）/Product Manager           2  20230621113158   \n",
       " 4                            产品经理Product Manager           2  20230410215438   \n",
       " 5                                   产品经理PM（化药针剂）           1  20230623105114   \n",
       " 6                 神外产品销售经理 Product Sales Manager           2  20230428143658   \n",
       " 7                              助理产品经理（化妆品原料）/APM           2  20230621113158   \n",
       " 8                                   自动驾驶（硬件）产品经理           2  20230620082118   \n",
       " 9                      Product Marketing Manager           2  20230616103702   \n",
       " 10                                  高级产品PM（ARPG）           1  20230608172448   \n",
       " 11                                      AI营销产品经理           1  20230609172939   \n",
       " 12                    Automation Product Manager           2  20230623110418   \n",
       " 13   Assistant Product Manager / Product Manager           2  20230619115334   \n",
       " 14                                    AIGC营销产品经理           2  20230614105714   \n",
       " 15                                 产品经理（企业数字化转型）           2  20230221094711   \n",
       " 16                                          产品经理           2  20230616173005   \n",
       " 17  Assistant Product Manager / Product Manager            1  20230411142619   \n",
       " 18                                        产品策划经理           2  20230607171157   \n",
       " 19                          eWMS Product Manager           1  20230413114524   \n",
       " 20                                  产品经理（工业消洗产品）           2  20230602115342   \n",
       " 21                                        数码产品经理           2  20210913204744   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)           2  20221116184947   \n",
       " 23                             产品经理-产品企划(J13606)           2  20230206112123   \n",
       " 24                                     市场经理/产品经理           1  20230607104618   \n",
       " 25                                        医药产品经理           2  20230321153342   \n",
       " 26                        Senior Product Manager           2  20230619115334   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)           2  20230606111659   \n",
       " 28                                        产品策划经理           2  20230520104442   \n",
       " 29                              Product Manager            1  20230621104001   \n",
       " 30                          eWMS Product Manager           1  20230524161531   \n",
       " 31                                游戏高级美术PM（大厂正编）           1  20230602143605   \n",
       " 32                                          产品经理           1  20230609165939   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)           2  20230329180701   \n",
       " 34                            微生物检测产品经理（制药行业/双休）           2  20230606134705   \n",
       " 35                                        硬件产品经理           1  20230425143147   \n",
       " 36                        项目发行PM（二次元） (MJ000855)           2  20220928174530   \n",
       " 37                                          活动PM           2  20210615114605   \n",
       " 38                                        数字营销PM           2  20200728103437   \n",
       " 39                                          游戏PM           2  20200921191755   \n",
       " \n",
       "     job.dq  job.topJob  ... recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0       广州        True  ...                     王先生             人力资源伙伴(HRBP)   \n",
       " 1   广州-南沙区        True  ...                     谢女士                   连接器工程师   \n",
       " 2       广州        True  ...                     李女士                       HR   \n",
       " 3   广州-天河区       False  ...                     吴女士               HR Officer   \n",
       " 4   广州-番禺区       False  ...                     樊女士                      HRM   \n",
       " 5       广州       False  ...                     周先生                     猎头顾问   \n",
       " 6   广州-越秀区       False  ...                     张先生                   人力资源专员   \n",
       " 7   广州-天河区       False  ...                     吴女士               HR Officer   \n",
       " 8       广州       False  ...                     程先生                     招聘专家   \n",
       " 9   广州-天河区       False  ...                     黄女士                       HR   \n",
       " 10  广州-天河区       False  ...                     戴先生                     猎头顾问   \n",
       " 11      广州       False  ...                     郭女士                     猎头顾问   \n",
       " 12  广州-天河区       False  ...                     王女士                   人力资源专员   \n",
       " 13  广州-天河区       False  ...                     谢女士                   人力资源经理   \n",
       " 14  广州-番禺区       False  ...                     王女士                  人力资源副经理   \n",
       " 15  广州-天河区       False  ...                     黎先生                     招聘主管   \n",
       " 16  广州-越秀区       False  ...               Keli Tang                     HRBP   \n",
       " 17      广州       False  ...                     宋女士                     猎头顾问   \n",
       " 18  广州-白云区       False  ...                     黄女士                   HRBP经理   \n",
       " 19      广州       False  ...                     林先生                     猎头顾问   \n",
       " 20      广州       False  ...                     陈女士                       HR   \n",
       " 21      广州       False  ...                     张先生                      112   \n",
       " 22  广州-天河区       False  ...                     陈先生                            \n",
       " 23  广州-天河区       False  ...                     林女士               人力资源业务合作伙伴   \n",
       " 24      广州       False  ...                     卿女士                     猎头顾问   \n",
       " 25  广州-越秀区       False  ...                     刘先生               高级医学信息沟通专员   \n",
       " 26  广州-天河区       False  ...                     谢女士                   人力资源经理   \n",
       " 27  广州-白云区       False  ...                     贾女士                recruiter   \n",
       " 28  广州-白云区       False  ...                     郑先生                      HRM   \n",
       " 29      广州       False  ...                     孙女士                     猎头顾问   \n",
       " 30      广州       False  ...                     陈女士                     猎头顾问   \n",
       " 31      广州       False  ...                     叶女士                     猎头顾问   \n",
       " 32      广州       False  ...                     宗先生                     猎头顾问   \n",
       " 33  广州-番禺区       False  ...                     俞女士                       HR   \n",
       " 34  广州-黄埔区       False  ...                     陈女士                            \n",
       " 35  广州-海珠区       False  ...                     唐女士                     猎头顾问   \n",
       " 36  广州-天河区       False  ...                     唐女士                            \n",
       " 37      广州       False  ...                     刘女士               Consultant   \n",
       " 38  广州-天河区       False  ...                     刘女士               Consultant   \n",
       " 39  广州-海珠区       False  ...                     邱女士                   人力资源管理   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compIndustry comp.compScale  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg           基金/证券/期货       100-499人   \n",
       " 1    5f8f9866dfb13a7dee342f1808u.jpg        电子/半导体/集成电路       10000人以上   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg            办公用品/设备       500-999人   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg             贸易/进出口         50-99人   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg               IT服务       100-499人   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png            制药/生物工程       10000人以上   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg                 制药       10000人以上   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg             贸易/进出口         50-99人   \n",
       " 8    63a46574fd38b10039f0b94b05u.png               人工智能       100-499人   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg              批发/零售       500-999人   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png              计算机软件       10000人以上   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg           广告/公关/会展       100-499人   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg               医疗器械    5000-10000人   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg                 日化       500-999人   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg           广告/公关/会展       100-499人   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg               通信设备    5000-10000人   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg             专业技术服务          1-49人   \n",
       " 17   6100c9081d756a75997a266703u.jpg                 日化     2000-5000人   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg                互联网     1000-2000人   \n",
       " 19   62f7aab56555120790d6013103u.png           食品/饮料/酒水       10000人以上   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                 制药       100-499人   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg              计算机软件     2000-5000人   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg           服装/纺织/皮革     2000-5000人   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg           服装/纺织/皮革     2000-5000人   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png               医疗器械       500-999人   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg                 制药     2000-5000人   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg                 日化       500-999人   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg                互联网       10000人以上   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg                互联网     1000-2000人   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg                 日化     2000-5000人   \n",
       " 30   6400c9110fa75b6cd95be96806u.png                 日化       10000人以上   \n",
       " 31   637c93b834e8df2c1c647b1602u.png              计算机软件       10000人以上   \n",
       " 32   648182a39830432e905baf2d04u.png            电气机械/器材       100-499人   \n",
       " 33   601baaab60c8320221e3c1d902u.png                互联网       10000人以上   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg                 制药       100-499人   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png            电气机械/器材          1-49人   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg                 游戏       500-999人   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg               IT服务     2000-5000人   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg               IT服务     2000-5000人   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg                 游戏     1000-2000人   \n",
       " \n",
       "    comp.compId     comp.compName comp.compStage  \\\n",
       " 0    9954019.0              盈米基金             B轮   \n",
       " 1    7892168.0              得意电子            NaN   \n",
       " 2    8094471.0           辉柏嘉(中国)            NaN   \n",
       " 3    8112968.0              仙婷集团            NaN   \n",
       " 4   13315477.0    广州市新目标电子商务有限公司            NaN   \n",
       " 5          NaN          大型制药集团公司            已上市   \n",
       " 6    7023768.0            复星医药集团            已上市   \n",
       " 7    8112968.0              仙婷集团            NaN   \n",
       " 8    9491766.0        文远知行WeRide             D轮   \n",
       " 9    7977404.0    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 10         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 11         NaN   某广州广告/公关/会展上市公司            已上市   \n",
       " 12   8506529.0               丹纳赫            NaN   \n",
       " 13   2061455.0              曼秀雷敦            NaN   \n",
       " 14   9146475.0  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15   7863327.0              润建股份         沪深A股上市   \n",
       " 16   9283329.0      即能科技(广州)有限公司            NaN   \n",
       " 17         NaN         某国内大型日化公司          融资未公开   \n",
       " 18   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 19         NaN   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21   2664546.0              汇丰软件             其他   \n",
       " 22  13032765.0             斯凯奇中国            NaN   \n",
       " 23  13032765.0             斯凯奇中国            NaN   \n",
       " 24         NaN       某北京医疗器械上市公司            已上市   \n",
       " 25   8275623.0              康方生物           港股上市   \n",
       " 26   2061455.0              曼秀雷敦            NaN   \n",
       " 27    884492.0             Baidu           美股上市   \n",
       " 28   9660700.0      嫚熙控股(广州)有限公司            NaN   \n",
       " 29         NaN        某国内大型快消品公司          融资未公开   \n",
       " 30         NaN         某广州大型日化公司          融资未公开   \n",
       " 31         NaN      某广州大型计算机软件公司          融资未公开   \n",
       " 32         NaN      某天津电气机械/器材公司          融资未公开   \n",
       " 33   8361671.0    上海汉得信息技术股份有限公司            已上市   \n",
       " 34   7932064.0     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35         NaN      某广州电气机械/器材公司            NaN   \n",
       " 36    803274.0              广州百田            已上市   \n",
       " 37   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 38   6629285.0         恩梯梯数据(中国)            NaN   \n",
       " 39   8307104.0      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       " 1   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       " 2   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       " 9   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  recruiter.chatted  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...              False   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...              False   \n",
       " 2   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...              False   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...              False   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...              False   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...              False   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...              False   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...              False   \n",
       " 8   {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...              False   \n",
       " 9   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...              False   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...              False   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...              False   \n",
       " 12  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...              False   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...              False   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...              False   \n",
       " 15  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...              False   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...              False   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...              False   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...              False   \n",
       " 19  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...              False   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...              False   \n",
       " 21  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...              False   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...              False   \n",
       " 23  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...              False   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...              False   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...              False   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...              False   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...              False   \n",
       " 28  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...              False   \n",
       " 29  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...              False   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...              False   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...              False   \n",
       " 32  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...              False   \n",
       " 33  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...              False   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...              False   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...              False   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...              False   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...              False   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...              False   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王先生             人力资源伙伴(HRBP)   \n",
       " 1                      黄女士                       HR   \n",
       " 2                      李女士                       HR   \n",
       " 3                      吴女士               HR Officer   \n",
       " 4                      樊女士                      HRM   \n",
       " 5                      周先生                     猎头顾问   \n",
       " 6                      张先生                   人力资源专员   \n",
       " 7                      吴女士               HR Officer   \n",
       " 8                      程先生                     招聘专家   \n",
       " 9                      谢女士                   连接器工程师   \n",
       " 10                     戴先生                     猎头顾问   \n",
       " 11                     郭女士                     猎头顾问   \n",
       " 12                     王女士                   人力资源专员   \n",
       " 13                     谢女士                   人力资源经理   \n",
       " 14                     王女士                  人力资源副经理   \n",
       " 15                     黎先生                     招聘主管   \n",
       " 16               Keli Tang                     HRBP   \n",
       " 17                     宋女士                     猎头顾问   \n",
       " 18                     黄女士                   HRBP经理   \n",
       " 19                     林先生                     猎头顾问   \n",
       " 20                     陈女士                       HR   \n",
       " 21                     张先生                      112   \n",
       " 22                     陈先生                            \n",
       " 23                     林女士               人力资源业务合作伙伴   \n",
       " 24                     卿女士                     猎头顾问   \n",
       " 25                     刘先生               高级医学信息沟通专员   \n",
       " 26                     谢女士                   人力资源经理   \n",
       " 27                     贾女士                recruiter   \n",
       " 28                     郑先生                      HRM   \n",
       " 29                     孙女士                     猎头顾问   \n",
       " 30                     陈女士                     猎头顾问   \n",
       " 31                     叶女士                     猎头顾问   \n",
       " 32                     宗先生                     猎头顾问   \n",
       " 33                     俞女士                       HR   \n",
       " 34                     陈女士                            \n",
       " 35                     唐女士                     猎头顾问   \n",
       " 36                     唐女士                            \n",
       " 37                     刘女士               Consultant   \n",
       " 38                     刘女士               Consultant   \n",
       " 39                     邱女士                   人力资源管理   \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   4e54ac2e3b974628242a21c338b47b91  52c4365602551576abcb385e72bd8d3d   \n",
       " 1   df48f523e5944ace2bb2cd8f0cba2241  6652e0af2060df2c160b5b344d4ef7b6   \n",
       " 2   32232aca46ec9ae7890a5a15a8902e2f  a77e3547cf3d67c4ac4acac916df0e35   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4   74207202b9a1882cbe061eb681f898fc  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 5   e2bbf25c0098de6f7ef83d3cb1f32d26  2c9e72fbdf2bd8d599eeb040770b0b48   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b  f8a500e0eab81d475153eb2d84a8b1de   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 8   1147dd557533b4567e1472c76bc04ebd  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 9   dabc492e5cee942eda33e09d1e97f821  6f058014d3ef83122982e990dc084411   \n",
       " 10  6ead9a9d40a95e1521ca53f73fa20618  25a454b754ae73fd2972004574cc2f3b   \n",
       " 11  69b90c10c8cbeac8da05e8d349eaf13a  1534619dd0cbc81597cd4b0530f9e3f9   \n",
       " 12  57a52ed73fed146b4c632be0178bfd3f  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 13  ccfed7449a759b2cf7778dde1bad5db7  fb94d0eef421593a509db46caffb89c7   \n",
       " 14  f0d591207ba759dbe49ae2b73366ae8c  fb316ba4a4eb308e6172c091f854d35c   \n",
       " 15  ed79e9abb562c2c2e3f3af8aab9ad0d7  beff7093463e459a613348042573671f   \n",
       " 16  8d90c26ed477481c5bfe988e1b72f121  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 17  375a1dfe17607510a0693c119d820cfb  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 18  1b2d3c696b09ca69b0e5f3264419b081  556085ce1cfb1ea84c7b9da341e06feb   \n",
       " 19  ec2448066ad5cdf94f25083a3243b675  d9615c119bb132bd55a0b6511a508218   \n",
       " 20  7f371db882206fccd2bdf1809a52d3e6  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 21  80a35acbf6b5573c5c8cd7b9f6ba8101  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 22  3466dbf14ff3a1923d3d8a2c8cd5b370  feaaf399e43a569d29323863fa1c0b93   \n",
       " 23  308332da68f592edf82050c4b8bff969  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 24  aca7c12a2f1b104743312380a6f25054  53c8427ff462afc6eb206e660be18459   \n",
       " 25  22ab2b1a88769c3259935c280d474240  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 26  ccfed7449a759b2cf7778dde1bad5db7  fb94d0eef421593a509db46caffb89c7   \n",
       " 27  869f1f21925b089fde2defcdfeb21fba  f66b91de2a4984d02980490a0cdf2257   \n",
       " 28  71e39b9fa38c7913909ac669ef10aa84  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 29  47227c6fbfcd952686963be95b15422d  9cfdabc8878349689809d03804875792   \n",
       " 30  2c100205c7eb2c028df3dac679d77fed  cdd38888643756d4ef38cb0ce6f46cd7   \n",
       " 31  0cb2b2501029d509e8cdea777f766f0c  06f4df96b4c6fd1861a8485668ee84be   \n",
       " 32  056815c015a3c3b4455d9756fea9d2c0  69edf10a357b33f7bd1f3cfaeaaa47e3   \n",
       " 33  77ca96ebd1c0d4c9b55b81912526b943  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 34  0f80a6460fa3a5f3c33c5fd0dac95307  767685575712890413dd84912f51618a   \n",
       " 35  1d96d00cfe919fa26a1adf5987777a35  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 36  69bf0604ae10eb243f03c06e2c7db374  9e5b45289ab5581e337193710fe42056   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 38  e8c70da123d6c7e1efcb8675c412f368  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 39  2b6b0643bf65c612313162312f0bffed  d458df6acc9507089941166e65ebdb6f   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto  comp.compId  ...  \\\n",
       " 0                     2   5f8f986aea60860b75384fab08u.jpg    9954019.0  ...   \n",
       " 1                     2   5f8f9865ea60860b75384fa508u.jpg    7977404.0  ...   \n",
       " 2                     2   5f8f986779c7cc70efbf36c008u.jpg    8094471.0  ...   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg    8112968.0  ...   \n",
       " 4                     2   5f8f9863f6d1ab58476f246a08u.jpg   13315477.0  ...   \n",
       " 5                     2   6231b0d9da1d3077a00fb14c01u.png          NaN  ...   \n",
       " 6                     2   5f8f986aea60860b75384fab08u.jpg    7023768.0  ...   \n",
       " 7                     2   5f8f98648dbe6273dcf8515508u.jpg    8112968.0  ...   \n",
       " 8                     2   63a46574fd38b10039f0b94b05u.png    9491766.0  ...   \n",
       " 9                     2   5f8f9866dfb13a7dee342f1808u.jpg    7892168.0  ...   \n",
       " 10                    2   5f8fa3a6f6d1ab58476f322808u.png          NaN  ...   \n",
       " 11                    2   628e2c897f51e2499cd1bfbf04u.jpg          NaN  ...   \n",
       " 12                    2   5f8f98648dbe6273dcf8515508u.jpg    8506529.0  ...   \n",
       " 13                    2   5f8f9863f6d1ab58476f246a08u.jpg    2061455.0  ...   \n",
       " 14                    2   5f8f9863f6d1ab58476f246a08u.jpg    9146475.0  ...   \n",
       " 15                    2   5f8f9868f6d1ab58476f24a008u.jpg    7863327.0  ...   \n",
       " 16                    2   5f8f9865ea60860b75384fa508u.jpg    9283329.0  ...   \n",
       " 17                    2   6100c9081d756a75997a266703u.jpg          NaN  ...   \n",
       " 18                    2   5f8f9863f6d1ab58476f246a08u.jpg    9660700.0  ...   \n",
       " 19                    2   62f7aab56555120790d6013103u.png          NaN  ...   \n",
       " 20                    2   5f8f9863f6d1ab58476f246a08u.jpg    7932064.0  ...   \n",
       " 21                    2   5f8f986aea60860b75384fab08u.jpg    2664546.0  ...   \n",
       " 22                    2   5f8f9868f6d1ab58476f24a008u.jpg   13032765.0  ...   \n",
       " 23                    2   5f8f98648dbe6273dcf8515508u.jpg   13032765.0  ...   \n",
       " 24                    2   62a84fdfe9fa0e1ff408683002u.png          NaN  ...   \n",
       " 25                    2   5f8f986aea60860b75384fab08u.jpg    8275623.0  ...   \n",
       " 26                    2   5f8f9863f6d1ab58476f246a08u.jpg    2061455.0  ...   \n",
       " 27                    2   5f8f9866dfb13a7dee342f1808u.jpg     884492.0  ...   \n",
       " 28                    2   5f8f9868f6d1ab58476f24a008u.jpg    9660700.0  ...   \n",
       " 29                    2  6321be3095ee1c04143439eb01u.jpeg          NaN  ...   \n",
       " 30                    2   6400c9110fa75b6cd95be96806u.png          NaN  ...   \n",
       " 31                    2   637c93b834e8df2c1c647b1602u.png          NaN  ...   \n",
       " 32                    2   648182a39830432e905baf2d04u.png          NaN  ...   \n",
       " 33                    2   601baaab60c8320221e3c1d902u.png    8361671.0  ...   \n",
       " 34                    2   5f8f98648dbe6273dcf8515508u.jpg    7932064.0  ...   \n",
       " 35                    2   5f8fa3bddfb13a7dee343d7608u.png          NaN  ...   \n",
       " 36                    2   5f8f986779c7cc70efbf36c008u.jpg     803274.0  ...   \n",
       " 37                    2   5f8f9863f6d1ab58476f246a08u.jpg    6629285.0  ...   \n",
       " 38                    2   5f8f9863f6d1ab58476f246a08u.jpg    6629285.0  ...   \n",
       " 39                    2   62903e4ce4c190153f6f304c06u.jpg    8307104.0  ...   \n",
       " \n",
       "    job.advViewFlag job.jobKind  job.dq job.topJob  \\\n",
       " 0             True           2      广州       True   \n",
       " 1             True           2  广州-天河区       True   \n",
       " 2             True           2      广州       True   \n",
       " 3            False           2  广州-天河区      False   \n",
       " 4            False           2  广州-番禺区      False   \n",
       " 5            False           1      广州      False   \n",
       " 6            False           2  广州-越秀区      False   \n",
       " 7            False           2  广州-天河区      False   \n",
       " 8            False           2      广州      False   \n",
       " 9            False           2  广州-南沙区      False   \n",
       " 10           False           1  广州-天河区      False   \n",
       " 11           False           1      广州      False   \n",
       " 12           False           2  广州-天河区      False   \n",
       " 13           False           2  广州-天河区      False   \n",
       " 14           False           2  广州-番禺区      False   \n",
       " 15           False           2  广州-天河区      False   \n",
       " 16           False           2  广州-越秀区      False   \n",
       " 17           False           1      广州      False   \n",
       " 18           False           2  广州-白云区      False   \n",
       " 19           False           1      广州      False   \n",
       " 20           False           2      广州      False   \n",
       " 21           False           2      广州      False   \n",
       " 22           False           2  广州-天河区      False   \n",
       " 23           False           2  广州-天河区      False   \n",
       " 24           False           1      广州      False   \n",
       " 25           False           2  广州-越秀区      False   \n",
       " 26           False           2  广州-天河区      False   \n",
       " 27           False           2  广州-白云区      False   \n",
       " 28           False           2  广州-白云区      False   \n",
       " 29           False           1      广州      False   \n",
       " 30           False           1      广州      False   \n",
       " 31           False           1      广州      False   \n",
       " 32           False           1      广州      False   \n",
       " 33           False           2  广州-番禺区      False   \n",
       " 34           False           2  广州-黄埔区      False   \n",
       " 35           False           1  广州-海珠区      False   \n",
       " 36           False           2  广州-天河区      False   \n",
       " 37           False           2      广州      False   \n",
       " 38           False           2  广州-天河区      False   \n",
       " 39           False           2  广州-海珠区      False   \n",
       " \n",
       "                                        job.link job.requireEduLevel  \\\n",
       " 0   https://www.liepin.com/job/1956376837.shtml                  本科   \n",
       " 1   https://www.liepin.com/job/1958956493.shtml                  硕士   \n",
       " 2   https://www.liepin.com/job/1958733143.shtml                统招本科   \n",
       " 3   https://www.liepin.com/job/1950965433.shtml                  硕士   \n",
       " 4   https://www.liepin.com/job/1957679297.shtml                  本科   \n",
       " 5       https://www.liepin.com/a/46856955.shtml                统招本科   \n",
       " 6   https://www.liepin.com/job/1958215521.shtml                统招本科   \n",
       " 7   https://www.liepin.com/job/1957794503.shtml                  本科   \n",
       " 8   https://www.liepin.com/job/1957223711.shtml                  本科   \n",
       " 9   https://www.liepin.com/job/1933787845.shtml                  大专   \n",
       " 10      https://www.liepin.com/a/46215899.shtml               本科及以上   \n",
       " 11      https://www.liepin.com/a/46870615.shtml               本科及以上   \n",
       " 12  https://www.liepin.com/job/1956876529.shtml                  本科   \n",
       " 13  https://www.liepin.com/job/1957513943.shtml                  本科   \n",
       " 14  https://www.liepin.com/job/1959317515.shtml                统招本科   \n",
       " 15  https://www.liepin.com/job/1956295007.shtml                  本科   \n",
       " 16  https://www.liepin.com/job/1930477665.shtml                  硕士   \n",
       " 17      https://www.liepin.com/a/45187159.shtml               本科及以上   \n",
       " 18  https://www.liepin.com/job/1958870277.shtml                  本科   \n",
       " 19      https://www.liepin.com/a/44978805.shtml                学历不限   \n",
       " 20  https://www.liepin.com/job/1935923437.shtml                  硕士   \n",
       " 21  https://www.liepin.com/job/1943037645.shtml                  本科   \n",
       " 22  https://www.liepin.com/job/1950466807.shtml                  本科   \n",
       " 23  https://www.liepin.com/job/1955829685.shtml                  本科   \n",
       " 24      https://www.liepin.com/a/46777103.shtml                统招本科   \n",
       " 25  https://www.liepin.com/job/1957157157.shtml                  硕士   \n",
       " 26  https://www.liepin.com/job/1958584023.shtml                  本科   \n",
       " 27  https://www.liepin.com/job/1959110045.shtml                统招本科   \n",
       " 28  https://www.liepin.com/job/1955992453.shtml                  本科   \n",
       " 29      https://www.liepin.com/a/45177357.shtml               本科及以上   \n",
       " 30      https://www.liepin.com/a/46414125.shtml                统招本科   \n",
       " 31      https://www.liepin.com/a/46659839.shtml                统招本科   \n",
       " 32      https://www.liepin.com/a/46869011.shtml                统招本科   \n",
       " 33  https://www.liepin.com/job/1957403583.shtml                  本科   \n",
       " 34  https://www.liepin.com/job/1959115121.shtml                统招本科   \n",
       " 35      https://www.liepin.com/a/45327891.shtml               本科及以上   \n",
       " 36  https://www.liepin.com/job/1948905275.shtml                  本科   \n",
       " 37  https://www.liepin.com/job/1925415919.shtml                统招本科   \n",
       " 38  https://www.liepin.com/job/1923154709.shtml                  本科   \n",
       " 39  https://www.liepin.com/job/1931935443.shtml                  本科   \n",
       " \n",
       "    job.requireWorkYears job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                  3-5年                                   \n",
       " 1                 5-10年                                   \n",
       " 2                 5-10年                                   \n",
       " 3                  3-5年                                   \n",
       " 4                  3-5年                                   \n",
       " 5                  经验不限             NaN             NaN   \n",
       " 6                  1-3年                                   \n",
       " 7                  3-5年                                   \n",
       " 8                  经验不限                                   \n",
       " 9                  3-5年                                   \n",
       " 10                5-10年             NaN             NaN   \n",
       " 11                 3-5年             NaN             NaN   \n",
       " 12                5-10年                                   \n",
       " 13                 3-5年                                   \n",
       " 14                 3-5年                                   \n",
       " 15                 3-5年                                   \n",
       " 16                5-10年                                   \n",
       " 17                5-10年             NaN             NaN   \n",
       " 18                5-10年                                   \n",
       " 19                 经验不限             NaN             NaN   \n",
       " 20                 3-5年                                   \n",
       " 21                 3-5年                                   \n",
       " 22                 3-5年                                   \n",
       " 23                5-10年                                   \n",
       " 24                 经验不限             NaN             NaN   \n",
       " 25                 1-3年                                   \n",
       " 26                5-10年                                   \n",
       " 27                5-10年                                   \n",
       " 28                5-10年                                   \n",
       " 29                 1-3年             NaN             NaN   \n",
       " 30                5-10年             NaN             NaN   \n",
       " 31                 3-5年             NaN             NaN   \n",
       " 32                10年以上             NaN             NaN   \n",
       " 33                 3-5年                                   \n",
       " 34                5-10年                                   \n",
       " 35                5-10年             NaN             NaN   \n",
       " 36                5-10年                                   \n",
       " 37                 3-5年                                   \n",
       " 38                5-10年                                   \n",
       " 39                 3-5年                                   \n",
       " \n",
       "                                        job.dataPromId  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...   \n",
       " 1   {\"imId\":\"a77e3547cf3d67c4ac4acac916df0e35\",\"im...   \n",
       " 2   {\"imId\":\"6f058014d3ef83122982e990dc084411\",\"im...   \n",
       " 3   {\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...   \n",
       " 4   {\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...   \n",
       " 5   {\"imId\":\"2c9e72fbdf2bd8d599eeb040770b0b48\",\"im...   \n",
       " 6   {\"imId\":\"f8a500e0eab81d475153eb2d84a8b1de\",\"im...   \n",
       " 7   {\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...   \n",
       " 8   {\"imId\":\"537ed57d5fd222add3a0457e92ea9bdb\",\"im...   \n",
       " 9   {\"imId\":\"6652e0af2060df2c160b5b344d4ef7b6\",\"im...   \n",
       " 10  {\"imId\":\"ab2fd292648338b7a8576116ff288909\",\"im...   \n",
       " 11  {\"imId\":\"6fa10ff6ea77d091528dabef14b76f2d\",\"im...   \n",
       " 12  {\"imId\":\"1534619dd0cbc81597cd4b0530f9e3f9\",\"im...   \n",
       " 13  {\"imId\":\"25a454b754ae73fd2972004574cc2f3b\",\"im...   \n",
       " 14  {\"imId\":\"24c1cab13ef9bc2e801c17c79e240538\",\"im...   \n",
       " 15  {\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"im...   \n",
       " 16  {\"imId\":\"ab2fd292648338b7a8576116ff288909\",\"im...   \n",
       " 17  {\"imId\":\"fb316ba4a4eb308e6172c091f854d35c\",\"im...   \n",
       " 18  {\"imId\":\"18f5af2ced812a43d6a9d1214a39013b\",\"im...   \n",
       " 19  {\"imId\":\"beff7093463e459a613348042573671f\",\"im...   \n",
       " 20  {\"imId\":\"37476b87b3e233679f90a7bcfdb96d0e\",\"im...   \n",
       " 21  {\"imId\":\"556085ce1cfb1ea84c7b9da341e06feb\",\"im...   \n",
       " 22  {\"imId\":\"edbe6a7c4ed9d6e5aaa70b13e477f173\",\"im...   \n",
       " 23  {\"imId\":\"d9615c119bb132bd55a0b6511a508218\",\"im...   \n",
       " 24  {\"imId\":\"bd0efb08acc7704271de52c3bc0b6279\",\"im...   \n",
       " 25  {\"imId\":\"feaaf399e43a569d29323863fa1c0b93\",\"im...   \n",
       " 26  {\"imId\":\"7b8081a6d08696bafaf1d0d00bd33fc5\",\"im...   \n",
       " 27  {\"imId\":\"53c8427ff462afc6eb206e660be18459\",\"im...   \n",
       " 28  {\"imId\":\"f66b91de2a4984d02980490a0cdf2257\",\"im...   \n",
       " 29  {\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"im...   \n",
       " 30  {\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"im...   \n",
       " 31  {\"imId\":\"06f4df96b4c6fd1861a8485668ee84be\",\"im...   \n",
       " 32  {\"imId\":\"cdd38888643756d4ef38cb0ce6f46cd7\",\"im...   \n",
       " 33  {\"imId\":\"69edf10a357b33f7bd1f3cfaeaaa47e3\",\"im...   \n",
       " 34  {\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"im...   \n",
       " 35  {\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...   \n",
       " 36  {\"imId\":\"767685575712890413dd84912f51618a\",\"im...   \n",
       " 37  {\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"im...   \n",
       " 38  {\"imId\":\"ecb69f58b8af2fa07bed4a56d1662c8b\",\"im...   \n",
       " 39  {\"imId\":\"73f267275bfde46ce68ea511f8a9efc5\",\"im...   \n",
       " \n",
       "                                            job.labels  job.dq job.jobKind  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...      广州           2   \n",
       " 1                                                  []      广州           2   \n",
       " 2                                                  []  广州-南沙区           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  广州-天河区           2   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  广州-番禺区           2   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]      广州           1   \n",
       " 6                                            [神外, 医生]  广州-越秀区           2   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  广州-天河区           2   \n",
       " 8                                                  []  广州-天河区           2   \n",
       " 9                                                  []  广州-天河区           2   \n",
       " 10                                       [to B, to G]  广州-番禺区           1   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...      广州           2   \n",
       " 12                                   [产品设计, AI人工智能产品]      广州           1   \n",
       " 13                                             [游戏行业]  广州-天河区           1   \n",
       " 14                                                 []  广州-天河区           2   \n",
       " 15                                                 []  广州-天河区           2   \n",
       " 16                                       [to B, to G]  广州-番禺区           1   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  广州-番禺区           2   \n",
       " 18                                                 []      广州           2   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  广州-天河区           2   \n",
       " 20                                   [化妆品, 消费品, 产品开发]      广州           1   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  广州-白云区           2   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  广州-越秀区           2   \n",
       " 23                                             [to C]      广州           1   \n",
       " 24                                                 []      广州           2   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  广州-天河区           2   \n",
       " 26                                                 []  广州-天河区           2   \n",
       " 27                                             [医院器械]      广州           1   \n",
       " 28                                                 []  广州-白云区           2   \n",
       " 29                                             [泌尿外科]  广州-越秀区           2   \n",
       " 30                                                 []  广州-天河区           2   \n",
       " 31                                      [游戏产品, MMO游戏]      广州           1   \n",
       " 32                                             [to C]      广州           1   \n",
       " 33                                                 []      广州           1   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  广州-天河区           2   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]      广州           1   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  广州-黄埔区           2   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  广州-番禺区           2   \n",
       " 38                                             [品牌策划]  广州-白云区           2   \n",
       " 39                                                 []  广州-海珠区           1   \n",
       " \n",
       "    job.refreshTime job.jobId  job.topJob  \\\n",
       " 0   20230621091013  56376837        True   \n",
       " 1   20230619103414  58733143        True   \n",
       " 2   20230620093052  33787845        True   \n",
       " 3   20230621113158  50965433       False   \n",
       " 4   20230410215438  57679297       False   \n",
       " 5   20230623105114  46856955       False   \n",
       " 6   20230428143658  58215521       False   \n",
       " 7   20230621113158  57794503       False   \n",
       " 8   20230531104122  58973463       False   \n",
       " 9   20230616103702  58956493       False   \n",
       " 10  20230613181053  46959085       False   \n",
       " 11  20230620082118  57223711       False   \n",
       " 12  20230609172939  46870615       False   \n",
       " 13  20230608172448  46215899       False   \n",
       " 14  20230623110418  56876529       False   \n",
       " 15  20230619115334  57513943       False   \n",
       " 16  20230613180028  46958655       False   \n",
       " 17  20230614105714  59317515       False   \n",
       " 18  20230602115342  35923437       False   \n",
       " 19  20230221094711  56295007       False   \n",
       " 20  20230411142619  45187159       False   \n",
       " 21  20230607171157  58870277       False   \n",
       " 22  20230616173005  30477665       False   \n",
       " 23  20230413114524  44978805       False   \n",
       " 24  20210913204744  43037645       False   \n",
       " 25  20221116184947  50466807       False   \n",
       " 26  20230206112123  55829685       False   \n",
       " 27  20230607104618  46777103       False   \n",
       " 28  20230606111659  59110045       False   \n",
       " 29  20230321153342  57157157       False   \n",
       " 30  20230619115334  58584023       False   \n",
       " 31  20230602143605  46659839       False   \n",
       " 32  20230524161531  46414125       False   \n",
       " 33  20230609165939  46869011       False   \n",
       " 34  20220928174530  48905275       False   \n",
       " 35  20230621104001  45177357       False   \n",
       " 36  20230606134705  59115121       False   \n",
       " 37  20230329180701  57403583       False   \n",
       " 38  20230520104442  55992453       False   \n",
       " 39  20230425143147  45327891       False   \n",
       " \n",
       "                                        job.title  job.salary  ...  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  ...   \n",
       " 1                                           产品经理        薪资面议  ...   \n",
       " 2                                     项目管理PM(广州)  10-20k·14薪  ...   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  ...   \n",
       " 4                            产品经理Product Manager      20-25k  ...   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  ...   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  ...   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  ...   \n",
       " 8                          企业产品经理（Microsoft 365）      40-50k  ...   \n",
       " 9                      Product Marketing Manager  18-25k·14薪  ...   \n",
       " 10                               product manager      30-50k  ...   \n",
       " 11                                  自动驾驶（硬件）产品经理  25-40k·15薪  ...   \n",
       " 12                                      AI营销产品经理      12-24k  ...   \n",
       " 13                                  高级产品PM（ARPG）  20-35k·14薪  ...   \n",
       " 14                    Automation Product Manager  20-40k·13薪  ...   \n",
       " 15   Assistant Product Manager / Product Manager  15-25k·13薪  ...   \n",
       " 16                                          产品经理      20-30k  ...   \n",
       " 17                                    AIGC营销产品经理      20-35k  ...   \n",
       " 18                                  产品经理（工业消洗产品）      12-30k  ...   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  ...   \n",
       " 20  Assistant Product Manager / Product Manager   18-30k·13薪  ...   \n",
       " 21                                        产品策划经理      18-30k  ...   \n",
       " 22                                          产品经理  18-40k·14薪  ...   \n",
       " 23                          eWMS Product Manager  20-40k·15薪  ...   \n",
       " 24                                        数码产品经理        薪资面议  ...   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  ...   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  ...   \n",
       " 27                                     市场经理/产品经理  30-40k·15薪  ...   \n",
       " 28                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  ...   \n",
       " 29                                        医药产品经理  25-30k·14薪  ...   \n",
       " 30                        Senior Product Manager  20-30k·13薪  ...   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪  ...   \n",
       " 32                          eWMS Product Manager  30-50k·14薪  ...   \n",
       " 33                                          产品经理  20-25k·16薪  ...   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  ...   \n",
       " 35                              Product Manager       25-30k  ...   \n",
       " 36                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  ...   \n",
       " 37                        CRM实施顾问&项目经理PM(J12971)      11-22k  ...   \n",
       " 38                                        产品策划经理      15-25k  ...   \n",
       " 39                                        硬件产品经理  30-50k·14薪  ...   \n",
       " \n",
       "    recruiter.recruiterName       recruiter.recruiterTitle  \\\n",
       " 0                      王先生                   人力资源伙伴(HRBP)   \n",
       " 1                      李女士                             HR   \n",
       " 2                      谢女士                         连接器工程师   \n",
       " 3                      吴女士                     HR Officer   \n",
       " 4                      樊女士                            HRM   \n",
       " 5                      周先生                           猎头顾问   \n",
       " 6                      张先生                         人力资源专员   \n",
       " 7                      吴女士                     HR Officer   \n",
       " 8                      赵女士  Talent Acquisition Specialist   \n",
       " 9                      黄女士                             HR   \n",
       " 10                     刘女士                           猎头顾问   \n",
       " 11                     程先生                           招聘专家   \n",
       " 12                     郭女士                           猎头顾问   \n",
       " 13                     戴先生                           猎头顾问   \n",
       " 14                     王女士                         人力资源专员   \n",
       " 15                     谢女士                         人力资源经理   \n",
       " 16                     刘女士                           猎头顾问   \n",
       " 17                     王女士                        人力资源副经理   \n",
       " 18                     陈女士                             HR   \n",
       " 19                     黎先生                           招聘主管   \n",
       " 20                     宋女士                           猎头顾问   \n",
       " 21                     黄女士                         HRBP经理   \n",
       " 22               Keli Tang                           HRBP   \n",
       " 23                     林先生                           猎头顾问   \n",
       " 24                     张先生                            112   \n",
       " 25                     陈先生                                  \n",
       " 26                     林女士                     人力资源业务合作伙伴   \n",
       " 27                     卿女士                           猎头顾问   \n",
       " 28                     贾女士                      recruiter   \n",
       " 29                     刘先生                     高级医学信息沟通专员   \n",
       " 30                     谢女士                         人力资源经理   \n",
       " 31                     叶女士                           猎头顾问   \n",
       " 32                     陈女士                           猎头顾问   \n",
       " 33                     宗先生                           猎头顾问   \n",
       " 34                     唐女士                                  \n",
       " 35                     孙女士                           猎头顾问   \n",
       " 36                     陈女士                                  \n",
       " 37                     俞女士                             HR   \n",
       " 38                     郑先生                            HRM   \n",
       " 39                     唐女士                           猎头顾问   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compScale     comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg        100-499人              盈米基金   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg        500-999人           辉柏嘉(中国)   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg        10000人以上              得意电子   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg          50-99人              仙婷集团   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg        100-499人    广州市新目标电子商务有限公司   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png        10000人以上          大型制药集团公司   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg        10000人以上            复星医药集团   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg          50-99人              仙婷集团   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg        500-999人  安永全球商务服务(大连)有限公司   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg        500-999人    卡尔蔡司光学(广州)有限公司   \n",
       " 10   62e35bf252df9858ce41335203u.png        100-499人             某知名公司   \n",
       " 11   63a46574fd38b10039f0b94b05u.png        100-499人        文远知行WeRide   \n",
       " 12   628e2c897f51e2499cd1bfbf04u.jpg        100-499人   某广州广告/公关/会展上市公司   \n",
       " 13   5f8fa3a6f6d1ab58476f322808u.png        10000人以上      某广州大型计算机软件公司   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg     5000-10000人               丹纳赫   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg        500-999人              曼秀雷敦   \n",
       " 16   62e35bf252df9858ce41335203u.png        100-499人         某北京医疗器械公司   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg        100-499人  广东因赛品牌营销集团股份有限公司   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg        100-499人     广东环凯微生物科技有限公司   \n",
       " 19   5f8f9868f6d1ab58476f24a008u.jpg     5000-10000人              润建股份   \n",
       " 20   6100c9081d756a75997a266703u.jpg      2000-5000人         某国内大型日化公司   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg      1000-2000人      嫚熙控股(广州)有限公司   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg           1-49人      即能科技(广州)有限公司   \n",
       " 23   62f7aab56555120790d6013103u.png        10000人以上   某广州大型食品/饮料/酒水公司   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg      2000-5000人              汇丰软件   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg      2000-5000人             斯凯奇中国   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg      2000-5000人             斯凯奇中国   \n",
       " 27   62a84fdfe9fa0e1ff408683002u.png        500-999人       某北京医疗器械上市公司   \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg        10000人以上             Baidu   \n",
       " 29   5f8f986aea60860b75384fab08u.jpg      2000-5000人              康方生物   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg        500-999人              曼秀雷敦   \n",
       " 31   637c93b834e8df2c1c647b1602u.png        10000人以上      某广州大型计算机软件公司   \n",
       " 32   6400c9110fa75b6cd95be96806u.png        10000人以上         某广州大型日化公司   \n",
       " 33   648182a39830432e905baf2d04u.png        100-499人      某天津电气机械/器材公司   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg        500-999人              广州百田   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg      2000-5000人        某国内大型快消品公司   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg        100-499人     广东环凯微生物科技有限公司   \n",
       " 37   601baaab60c8320221e3c1d902u.png        10000人以上    上海汉得信息技术股份有限公司   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg      1000-2000人      嫚熙控股(广州)有限公司   \n",
       " 39   5f8fa3bddfb13a7dee343d7608u.png           1-49人      某广州电气机械/器材公司   \n",
       " \n",
       "    comp.compId comp.compStage                    comp.compLogo  \\\n",
       " 0    9954019.0             B轮  5e38f3e729d83a67544619cd08u.jpg   \n",
       " 1    8094471.0            NaN  5fdc38169b3439706a19fd5901u.png   \n",
       " 2    7892168.0            NaN  5bfe982174719df0ac995ebc03a.png   \n",
       " 3    8112968.0            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       " 4   13315477.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 5          NaN            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 6    7023768.0            已上市  5bfe9d4974719d2aa34b5ab303a.png   \n",
       " 7    8112968.0            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       " 8    8806497.0            NaN  5bfe926374719d9f609a6a1b03a.png   \n",
       " 9    7977404.0          融资未公开  648fbf95b7732f1e292621c406u.png   \n",
       " 10         NaN            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11   9491766.0             D轮  60a497de907306298575785f03u.png   \n",
       " 12         NaN            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14   8506529.0            NaN  5952237b7032381b6822192505a.jpg   \n",
       " 15   2061455.0            NaN  555c2acba3109367c320a8c601a.png   \n",
       " 16         NaN           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 17   9146475.0         沪深A股上市  5bfe9d9f74719d2aa34b6af203a.png   \n",
       " 18   7932064.0          融资未公开  5bfe8edd74719d35745a548603a.png   \n",
       " 19   7863327.0         沪深A股上市  5cc116c89fae687d43343d7308u.png   \n",
       " 20         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21   9660700.0            NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 22   9283329.0            NaN  59dc78457832e11b880f044c05a.png   \n",
       " 23         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24   2664546.0             其他  5bfe92c174719d9f609a7b9603a.png   \n",
       " 25  13032765.0            NaN  628c584cb244352e0e92248608u.png   \n",
       " 26  13032765.0            NaN  628c584cb244352e0e92248608u.png   \n",
       " 27         NaN            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28    884492.0           美股上市  5bfe93af74719d9f609aaaef03a.png   \n",
       " 29   8275623.0           港股上市  5bfe916674719d35745ad29703a.png   \n",
       " 30   2061455.0            NaN  555c2acba3109367c320a8c601a.png   \n",
       " 31         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34    803274.0            已上市  5ff42565bebf7311a41e860005u.png   \n",
       " 35         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 36   7932064.0          融资未公开  5bfe8edd74719d35745a548603a.png   \n",
       " 37   8361671.0            已上市  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 38   9660700.0            NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 39         NaN            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \n",
       " 0           基金/证券/期货   https://www.liepin.com/company/9954019/  \n",
       " 1            办公用品/设备   https://www.liepin.com/company/8094471/  \n",
       " 2        电子/半导体/集成电路   https://www.liepin.com/company/7892168/  \n",
       " 3             贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       " 4               IT服务  https://www.liepin.com/company/13315477/  \n",
       " 5            制药/生物工程                                            \n",
       " 6                 制药   https://www.liepin.com/company/7023768/  \n",
       " 7             贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       " 8            其他商务服务业   https://www.liepin.com/company/8806497/  \n",
       " 9              批发/零售   https://www.liepin.com/company/7977404/  \n",
       " 10              IT服务                                            \n",
       " 11              人工智能   https://www.liepin.com/company/9491766/  \n",
       " 12          广告/公关/会展                                            \n",
       " 13             计算机软件                                            \n",
       " 14              医疗器械   https://www.liepin.com/company/8506529/  \n",
       " 15                日化   https://www.liepin.com/company/2061455/  \n",
       " 16              医疗器械                                            \n",
       " 17          广告/公关/会展   https://www.liepin.com/company/9146475/  \n",
       " 18                制药   https://www.liepin.com/company/7932064/  \n",
       " 19              通信设备   https://www.liepin.com/company/7863327/  \n",
       " 20                日化                                            \n",
       " 21               互联网   https://www.liepin.com/company/9660700/  \n",
       " 22            专业技术服务   https://www.liepin.com/company/9283329/  \n",
       " 23          食品/饮料/酒水                                            \n",
       " 24             计算机软件   https://www.liepin.com/company/2664546/  \n",
       " 25          服装/纺织/皮革  https://www.liepin.com/company/13032765/  \n",
       " 26          服装/纺织/皮革  https://www.liepin.com/company/13032765/  \n",
       " 27              医疗器械                                            \n",
       " 28               互联网    https://www.liepin.com/company/884492/  \n",
       " 29                制药   https://www.liepin.com/company/8275623/  \n",
       " 30                日化   https://www.liepin.com/company/2061455/  \n",
       " 31             计算机软件                                            \n",
       " 32                日化                                            \n",
       " 33           电气机械/器材                                            \n",
       " 34                游戏    https://www.liepin.com/company/803274/  \n",
       " 35                日化                                            \n",
       " 36                制药   https://www.liepin.com/company/7932064/  \n",
       " 37               互联网   https://www.liepin.com/company/8361671/  \n",
       " 38               互联网   https://www.liepin.com/company/9660700/  \n",
       " 39           电气机械/器材                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"56376837\",\"imId\":\"52c4...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"58733143\",\"imId\":\"a77e...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"58956493\",\"imId\":\"6652...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"50965433\",\"imId\":\"0ce6...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"57679297\",\"imId\":\"c161...   \n",
       " 5   {\"jobKind\":\"1\",\"jobId\":\"46856955\",\"imId\":\"2c9e...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"58215521\",\"imId\":\"f8a5...   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"57794503\",\"imId\":\"0ce6...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"57223711\",\"imId\":\"6fa1...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"33787845\",\"imId\":\"6f05...   \n",
       " 10  {\"jobKind\":\"1\",\"jobId\":\"46215899\",\"imId\":\"25a4...   \n",
       " 11  {\"jobKind\":\"1\",\"jobId\":\"46870615\",\"imId\":\"1534...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"56876529\",\"imId\":\"24c1...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"57513943\",\"imId\":\"fb94...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"59317515\",\"imId\":\"fb31...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"56295007\",\"imId\":\"beff...   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"30477665\",\"imId\":\"edbe...   \n",
       " 17  {\"jobKind\":\"1\",\"jobId\":\"45187159\",\"imId\":\"3747...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"58870277\",\"imId\":\"5560...   \n",
       " 19  {\"jobKind\":\"1\",\"jobId\":\"44978805\",\"imId\":\"d961...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"35923437\",\"imId\":\"18f5...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"43037645\",\"imId\":\"bd0e...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"50466807\",\"imId\":\"feaa...   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"55829685\",\"imId\":\"7b80...   \n",
       " 24  {\"jobKind\":\"1\",\"jobId\":\"46777103\",\"imId\":\"53c8...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"57157157\",\"imId\":\"d4cc...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"58584023\",\"imId\":\"fb94...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"59110045\",\"imId\":\"f66b...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"55992453\",\"imId\":\"ecb6...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"45177357\",\"imId\":\"9cfd...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46414125\",\"imId\":\"cdd3...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"46659839\",\"imId\":\"06f4...   \n",
       " 32  {\"jobKind\":\"1\",\"jobId\":\"46869011\",\"imId\":\"69ed...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"57403583\",\"imId\":\"9277...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"59115121\",\"imId\":\"7676...   \n",
       " 35  {\"jobKind\":\"1\",\"jobId\":\"45327891\",\"imId\":\"73f2...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"48905275\",\"imId\":\"9e5b...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"25415919\",\"imId\":\"b76b...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"23154709\",\"imId\":\"b76b...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"31935443\",\"imId\":\"d458...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58733143   \n",
       " 2                                                  []           2  58956493   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...           2  57223711   \n",
       " 9                                                  []           2  33787845   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19                                             [to C]           1  44978805   \n",
       " 20                                                 []           2  35923437   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [品牌策划]           2  55992453   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 30                                             [to C]           1  46414125   \n",
       " 31                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 32                                                 []           1  46869011   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 35                                                 []           1  45327891   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                                                 []           2  23154709   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "                                        job.title job.refreshTime  job.dq  \\\n",
       " 0                               C端高级产品经理(J10043)  20230621091013      广州   \n",
       " 1                                           产品经理  20230619103414      广州   \n",
       " 2                      Product Marketing Manager  20230616103702  广州-天河区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  20230621113158  广州-天河区   \n",
       " 4                            产品经理Product Manager  20230410215438  广州-番禺区   \n",
       " 5                                   产品经理PM（化药针剂）  20230623105114      广州   \n",
       " 6                 神外产品销售经理 Product Sales Manager  20230428143658  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM  20230621113158  广州-天河区   \n",
       " 8                                   自动驾驶（硬件）产品经理  20230620082118      广州   \n",
       " 9                                     项目管理PM(广州)  20230620093052  广州-南沙区   \n",
       " 10                                  高级产品PM（ARPG）  20230608172448  广州-天河区   \n",
       " 11                                      AI营销产品经理  20230609172939      广州   \n",
       " 12                    Automation Product Manager  20230623110418  广州-天河区   \n",
       " 13   Assistant Product Manager / Product Manager  20230619115334  广州-天河区   \n",
       " 14                                    AIGC营销产品经理  20230614105714  广州-番禺区   \n",
       " 15                                 产品经理（企业数字化转型）  20230221094711  广州-天河区   \n",
       " 16                                          产品经理  20230616173005  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   20230411142619      广州   \n",
       " 18                                        产品策划经理  20230607171157  广州-白云区   \n",
       " 19                          eWMS Product Manager  20230413114524      广州   \n",
       " 20                                  产品经理（工业消洗产品）  20230602115342      广州   \n",
       " 21                                        数码产品经理  20210913204744      广州   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  20221116184947  广州-天河区   \n",
       " 23                             产品经理-产品企划(J13606)  20230206112123  广州-天河区   \n",
       " 24                                     市场经理/产品经理  20230607104618      广州   \n",
       " 25                                        医药产品经理  20230321153342  广州-越秀区   \n",
       " 26                        Senior Product Manager  20230619115334  广州-天河区   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20230606111659  广州-白云区   \n",
       " 28                                        产品策划经理  20230520104442  广州-白云区   \n",
       " 29                              Product Manager   20230621104001      广州   \n",
       " 30                          eWMS Product Manager  20230524161531      广州   \n",
       " 31                                游戏高级美术PM（大厂正编）  20230602143605      广州   \n",
       " 32                                          产品经理  20230609165939      广州   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)  20230329180701  广州-番禺区   \n",
       " 34                            微生物检测产品经理（制药行业/双休）  20230606134705  广州-黄埔区   \n",
       " 35                                        硬件产品经理  20230425143147  广州-海珠区   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20220928174530  广州-天河区   \n",
       " 37                                          活动PM  20210615114605      广州   \n",
       " 38                                        数字营销PM  20200728103437  广州-天河区   \n",
       " 39                                          游戏PM  20200921191755  广州-海珠区   \n",
       " \n",
       "     job.topJob                                     job.dataPromId  ...  \\\n",
       " 0         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王先生             人力资源伙伴(HRBP)   \n",
       " 1                      李女士                       HR   \n",
       " 2                      黄女士                       HR   \n",
       " 3                      吴女士               HR Officer   \n",
       " 4                      樊女士                      HRM   \n",
       " 5                      周先生                     猎头顾问   \n",
       " 6                      张先生                   人力资源专员   \n",
       " 7                      吴女士               HR Officer   \n",
       " 8                      程先生                     招聘专家   \n",
       " 9                      谢女士                   连接器工程师   \n",
       " 10                     戴先生                     猎头顾问   \n",
       " 11                     郭女士                     猎头顾问   \n",
       " 12                     王女士                   人力资源专员   \n",
       " 13                     谢女士                   人力资源经理   \n",
       " 14                     王女士                  人力资源副经理   \n",
       " 15                     黎先生                     招聘主管   \n",
       " 16               Keli Tang                     HRBP   \n",
       " 17                     宋女士                     猎头顾问   \n",
       " 18                     黄女士                   HRBP经理   \n",
       " 19                     林先生                     猎头顾问   \n",
       " 20                     陈女士                       HR   \n",
       " 21                     张先生                      112   \n",
       " 22                     陈先生                            \n",
       " 23                     林女士               人力资源业务合作伙伴   \n",
       " 24                     卿女士                     猎头顾问   \n",
       " 25                     刘先生               高级医学信息沟通专员   \n",
       " 26                     谢女士                   人力资源经理   \n",
       " 27                     贾女士                recruiter   \n",
       " 28                     郑先生                      HRM   \n",
       " 29                     孙女士                     猎头顾问   \n",
       " 30                     陈女士                     猎头顾问   \n",
       " 31                     叶女士                     猎头顾问   \n",
       " 32                     宗先生                     猎头顾问   \n",
       " 33                     俞女士                       HR   \n",
       " 34                     陈女士                            \n",
       " 35                     唐女士                     猎头顾问   \n",
       " 36                     唐女士                            \n",
       " 37                     刘女士               Consultant   \n",
       " 38                     刘女士               Consultant   \n",
       " 39                     邱女士                   人力资源管理   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry     comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg          基金/证券/期货              盈米基金   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg           办公用品/设备           辉柏嘉(中国)   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg             批发/零售    卡尔蔡司光学(广州)有限公司   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg              IT服务    广州市新目标电子商务有限公司   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png           制药/生物工程          大型制药集团公司   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg                制药            复星医药集团   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口              仙婷集团   \n",
       " 8    63a46574fd38b10039f0b94b05u.png              人工智能        文远知行WeRide   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg       电子/半导体/集成电路              得意电子   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg          广告/公关/会展   某广州广告/公关/会展上市公司   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg              医疗器械               丹纳赫   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg          广告/公关/会展  广东因赛品牌营销集团股份有限公司   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg              通信设备              润建股份   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg            专业技术服务      即能科技(广州)有限公司   \n",
       " 17   6100c9081d756a75997a266703u.jpg                日化         某国内大型日化公司   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 19   62f7aab56555120790d6013103u.png          食品/饮料/酒水   某广州大型食品/饮料/酒水公司   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg             计算机软件              汇丰软件   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革             斯凯奇中国   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png              医疗器械       某北京医疗器械上市公司   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg                制药              康方生物   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg                日化              曼秀雷敦   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg               互联网             Baidu   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg               互联网      嫚熙控股(广州)有限公司   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg                日化        某国内大型快消品公司   \n",
       " 30   6400c9110fa75b6cd95be96806u.png                日化         某广州大型日化公司   \n",
       " 31   637c93b834e8df2c1c647b1602u.png             计算机软件      某广州大型计算机软件公司   \n",
       " 32   648182a39830432e905baf2d04u.png           电气机械/器材      某天津电气机械/器材公司   \n",
       " 33   601baaab60c8320221e3c1d902u.png               互联网    上海汉得信息技术股份有限公司   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg                制药     广东环凯微生物科技有限公司   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png           电气机械/器材      某广州电气机械/器材公司   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg                游戏              广州百田   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg              IT服务         恩梯梯数据(中国)   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg                游戏      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compId  comp.compScale  comp.compStage  \\\n",
       " 0    9954019.0        100-499人              B轮   \n",
       " 1    8094471.0        500-999人             NaN   \n",
       " 2    7977404.0        500-999人           融资未公开   \n",
       " 3    8112968.0          50-99人             NaN   \n",
       " 4   13315477.0        100-499人             NaN   \n",
       " 5          NaN        10000人以上             已上市   \n",
       " 6    7023768.0        10000人以上             已上市   \n",
       " 7    8112968.0          50-99人             NaN   \n",
       " 8    9491766.0        100-499人              D轮   \n",
       " 9    7892168.0        10000人以上             NaN   \n",
       " 10         NaN        10000人以上           融资未公开   \n",
       " 11         NaN        100-499人             已上市   \n",
       " 12   8506529.0     5000-10000人             NaN   \n",
       " 13   2061455.0        500-999人             NaN   \n",
       " 14   9146475.0        100-499人          沪深A股上市   \n",
       " 15   7863327.0     5000-10000人          沪深A股上市   \n",
       " 16   9283329.0           1-49人             NaN   \n",
       " 17         NaN      2000-5000人           融资未公开   \n",
       " 18   9660700.0      1000-2000人             NaN   \n",
       " 19         NaN        10000人以上           融资未公开   \n",
       " 20   7932064.0        100-499人           融资未公开   \n",
       " 21   2664546.0      2000-5000人              其他   \n",
       " 22  13032765.0      2000-5000人             NaN   \n",
       " 23  13032765.0      2000-5000人             NaN   \n",
       " 24         NaN        500-999人             已上市   \n",
       " 25   8275623.0      2000-5000人            港股上市   \n",
       " 26   2061455.0        500-999人             NaN   \n",
       " 27    884492.0        10000人以上            美股上市   \n",
       " 28   9660700.0      1000-2000人             NaN   \n",
       " 29         NaN      2000-5000人           融资未公开   \n",
       " 30         NaN        10000人以上           融资未公开   \n",
       " 31         NaN        10000人以上           融资未公开   \n",
       " 32         NaN        100-499人           融资未公开   \n",
       " 33   8361671.0        10000人以上             已上市   \n",
       " 34   7932064.0        100-499人           融资未公开   \n",
       " 35         NaN           1-49人             NaN   \n",
       " 36    803274.0        500-999人             已上市   \n",
       " 37   6629285.0      2000-5000人             NaN   \n",
       " 38   6629285.0      2000-5000人             NaN   \n",
       " 39   8307104.0      1000-2000人           科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       " 1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       " 2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       " 9   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       " 15  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 20  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       " 34  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...   \n",
       " 1   %7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...   \n",
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       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22d_curPage...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22d_curPage...   \n",
       " 8   %7B%22jobId%22%3A%2258973463%22%2C%22d_curPage...   \n",
       " 9   %7B%22jobId%22%3A%2233787845%22%2C%22d_curPage...   \n",
       " 10  %7B%22jobId%22%3A%2246959085%22%2C%22d_curPage...   \n",
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       " 19  %7B%22jobId%22%3A%2256295007%22%2C%22d_curPage...   \n",
       " 20  %7B%22jobId%22%3A%2245187159%22%2C%22d_curPage...   \n",
       " 21  %7B%22jobId%22%3A%2258870277%22%2C%22d_curPage...   \n",
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       " 23  %7B%22jobId%22%3A%2244978805%22%2C%22d_curPage...   \n",
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       " 25  %7B%22jobId%22%3A%2250466807%22%2C%22d_curPage...   \n",
       " 26  %7B%22jobId%22%3A%2255829685%22%2C%22d_curPage...   \n",
       " 27  %7B%22jobId%22%3A%2246777103%22%2C%22d_curPage...   \n",
       " 28  %7B%22jobId%22%3A%2259110045%22%2C%22d_curPage...   \n",
       " 29  %7B%22jobId%22%3A%2257157157%22%2C%22d_curPage...   \n",
       " 30  %7B%22jobId%22%3A%2258584023%22%2C%22d_curPage...   \n",
       " 31  %7B%22jobId%22%3A%2246659839%22%2C%22d_curPage...   \n",
       " 32  %7B%22jobId%22%3A%2246414125%22%2C%22d_curPage...   \n",
       " 33  %7B%22jobId%22%3A%2246869011%22%2C%22d_curPage...   \n",
       " 34  %7B%22jobId%22%3A%2248905275%22%2C%22d_curPage...   \n",
       " 35  %7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...   \n",
       " 36  %7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...   \n",
       " 37  %7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...   \n",
       " 38  %7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...   \n",
       " 39  %7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"56376837\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 1   {\"jobId\":\"58956493\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 2   {\"jobId\":\"58733143\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 3   {\"jobId\":\"50965433\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 4   {\"jobId\":\"57679297\",\"recruiterName\":\"樊女士\",\"job...   \n",
       " 5   {\"jobId\":\"46856955\",\"recruiterName\":\"周先生\",\"job...   \n",
       " 6   {\"jobId\":\"58215521\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 7   {\"jobId\":\"57794503\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 8   {\"jobId\":\"58973463\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 9   {\"jobId\":\"33787845\",\"recruiterName\":\"谢女士\",\"job...   \n",
       " 10  {\"jobId\":\"46959085\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 11  {\"jobId\":\"57223711\",\"recruiterName\":\"程先生\",\"job...   \n",
       " 12  {\"jobId\":\"46870615\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 13  {\"jobId\":\"46215899\",\"recruiterName\":\"戴先生\",\"job...   \n",
       " 14  {\"jobId\":\"56876529\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 15  {\"jobId\":\"57513943\",\"recruiterName\":\"谢女士\",\"job...   \n",
       " 16  {\"jobId\":\"46958655\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 17  {\"jobId\":\"59317515\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 18  {\"jobId\":\"35923437\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 19  {\"jobId\":\"56295007\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 20  {\"jobId\":\"45187159\",\"recruiterName\":\"宋女士\",\"job...   \n",
       " 21  {\"jobId\":\"58870277\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 22  {\"jobId\":\"30477665\",\"recruiterName\":\"Keli Tang...   \n",
       " 23  {\"jobId\":\"44978805\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 24  {\"jobId\":\"43037645\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 25  {\"jobId\":\"50466807\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 26  {\"jobId\":\"55829685\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 27  {\"jobId\":\"46777103\",\"recruiterName\":\"卿女士\",\"job...   \n",
       " 28  {\"jobId\":\"59110045\",\"recruiterName\":\"贾女士\",\"job...   \n",
       " 29  {\"jobId\":\"57157157\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 30  {\"jobId\":\"58584023\",\"recruiterName\":\"谢女士\",\"job...   \n",
       " 31  {\"jobId\":\"46659839\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 32  {\"jobId\":\"46414125\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 33  {\"jobId\":\"46869011\",\"recruiterName\":\"宗先生\",\"job...   \n",
       " 34  {\"jobId\":\"48905275\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 35  {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...   \n",
       " 36  {\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...   \n",
       " 38  {\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...   \n",
       " 39  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...             True   \n",
       " 1                                                  []             True   \n",
       " 2                                                  []             True   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...            False   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]            False   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]            False   \n",
       " 6                                            [神外, 医生]            False   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...            False   \n",
       " 8                                                  []            False   \n",
       " 9                                                  []            False   \n",
       " 10                                       [to B, to G]            False   \n",
       " 11  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交...            False   \n",
       " 12                                   [产品设计, AI人工智能产品]            False   \n",
       " 13                                             [游戏行业]            False   \n",
       " 14                                                 []            False   \n",
       " 15                                                 []            False   \n",
       " 16                                       [to B, to G]            False   \n",
       " 17  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...            False   \n",
       " 18                                                 []            False   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...            False   \n",
       " 20                                   [化妆品, 消费品, 产品开发]            False   \n",
       " 21                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]            False   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...            False   \n",
       " 23                                             [to C]            False   \n",
       " 24                                                 []            False   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]            False   \n",
       " 26                                                 []            False   \n",
       " 27                                             [医院器械]            False   \n",
       " 28                                                 []            False   \n",
       " 29                                             [泌尿外科]            False   \n",
       " 30                                                 []            False   \n",
       " 31                                      [游戏产品, MMO游戏]            False   \n",
       " 32                                             [to C]            False   \n",
       " 33                                                 []            False   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]            False   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]            False   \n",
       " 36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]            False   \n",
       " 37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...            False   \n",
       " 38                                             [品牌策划]            False   \n",
       " 39                                                 []            False   \n",
       " \n",
       "    job.jobId                                     job.title  job.salary  \\\n",
       " 0   56376837                              C端高级产品经理(J10043)  15-30k·15薪   \n",
       " 1   58956493                     Product Marketing Manager  18-25k·14薪   \n",
       " 2   58733143                                          产品经理        薪资面议   \n",
       " 3   50965433                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4   57679297                           产品经理Product Manager      20-25k   \n",
       " 5   46856955                                  产品经理PM（化药针剂）  25-30k·14薪   \n",
       " 6   58215521                神外产品销售经理 Product Sales Manager  12-15k·15薪   \n",
       " 7   57794503                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 8   58973463                         企业产品经理（Microsoft 365）      40-50k   \n",
       " 9   33787845                                    项目管理PM(广州)  10-20k·14薪   \n",
       " 10  46959085                               product manager      30-50k   \n",
       " 11  57223711                                  自动驾驶（硬件）产品经理  25-40k·15薪   \n",
       " 12  46870615                                      AI营销产品经理      12-24k   \n",
       " 13  46215899                                  高级产品PM（ARPG）  20-35k·14薪   \n",
       " 14  56876529                    Automation Product Manager  20-40k·13薪   \n",
       " 15  57513943   Assistant Product Manager / Product Manager  15-25k·13薪   \n",
       " 16  46958655                                          产品经理      20-30k   \n",
       " 17  59317515                                    AIGC营销产品经理      20-35k   \n",
       " 18  35923437                                  产品经理（工业消洗产品）      12-30k   \n",
       " 19  56295007                                 产品经理（企业数字化转型）       6-10k   \n",
       " 20  45187159  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 21  58870277                                        产品策划经理      18-30k   \n",
       " 22  30477665                                          产品经理  18-40k·14薪   \n",
       " 23  44978805                          eWMS Product Manager  20-40k·15薪   \n",
       " 24  43037645                                        数码产品经理        薪资面议   \n",
       " 25  50466807                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 26  55829685                             产品经理-产品企划(J13606)      15-25k   \n",
       " 27  46777103                                     市场经理/产品经理  30-40k·15薪   \n",
       " 28  59110045                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪   \n",
       " 29  57157157                                        医药产品经理  25-30k·14薪   \n",
       " 30  58584023                        Senior Product Manager  20-30k·13薪   \n",
       " 31  46659839                                游戏高级美术PM（大厂正编）  20-35k·16薪   \n",
       " 32  46414125                          eWMS Product Manager  30-50k·14薪   \n",
       " 33  46869011                                          产品经理  20-25k·16薪   \n",
       " 34  48905275                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       " 35  45177357                              Product Manager       25-30k   \n",
       " 36  59115121                            微生物检测产品经理（制药行业/双休）  15-20k·16薪   \n",
       " 37  57403583                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 38  55992453                                        产品策划经理      15-25k   \n",
       " 39  45327891                                        硬件产品经理  30-50k·14薪   \n",
       " \n",
       "    job.refreshTime job.requireWorkYears job.jobKind  ...  \\\n",
       " 0   20230621091013                 3-5年           2  ...   \n",
       " 1   20230616103702                5-10年           2  ...   \n",
       " 2   20230619103414                5-10年           2  ...   \n",
       " 3   20230621113158                 3-5年           2  ...   \n",
       " 4   20230410215438                 3-5年           2  ...   \n",
       " 5   20230623105114                 经验不限           1  ...   \n",
       " 6   20230428143658                 1-3年           2  ...   \n",
       " 7   20230621113158                 3-5年           2  ...   \n",
       " 8   20230531104122                10年以上           2  ...   \n",
       " 9   20230620093052                 3-5年           2  ...   \n",
       " 10  20230613181053                 经验不限           1  ...   \n",
       " 11  20230620082118                 经验不限           2  ...   \n",
       " 12  20230609172939                 3-5年           1  ...   \n",
       " 13  20230608172448                5-10年           1  ...   \n",
       " 14  20230623110418                5-10年           2  ...   \n",
       " 15  20230619115334                 3-5年           2  ...   \n",
       " 16  20230613180028                 经验不限           1  ...   \n",
       " 17  20230614105714                 3-5年           2  ...   \n",
       " 18  20230602115342                 3-5年           2  ...   \n",
       " 19  20230221094711                 3-5年           2  ...   \n",
       " 20  20230411142619                5-10年           1  ...   \n",
       " 21  20230607171157                5-10年           2  ...   \n",
       " 22  20230616173005                5-10年           2  ...   \n",
       " 23  20230413114524                 经验不限           1  ...   \n",
       " 24  20210913204744                 3-5年           2  ...   \n",
       " 25  20221116184947                 3-5年           2  ...   \n",
       " 26  20230206112123                5-10年           2  ...   \n",
       " 27  20230607104618                 经验不限           1  ...   \n",
       " 28  20230606111659                5-10年           2  ...   \n",
       " 29  20230321153342                 1-3年           2  ...   \n",
       " 30  20230619115334                5-10年           2  ...   \n",
       " 31  20230602143605                 3-5年           1  ...   \n",
       " 32  20230524161531                5-10年           1  ...   \n",
       " 33  20230609165939                10年以上           1  ...   \n",
       " 34  20220928174530                5-10年           2  ...   \n",
       " 35  20230621104001                 1-3年           1  ...   \n",
       " 36  20230606134705                5-10年           2  ...   \n",
       " 37  20230329180701                 3-5年           2  ...   \n",
       " 38  20230520104442                5-10年           2  ...   \n",
       " 39  20230425143147                5-10年           1  ...   \n",
       " \n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       " 0   52c4365602551576abcb385e72bd8d3d                     2   \n",
       " 1   6652e0af2060df2c160b5b344d4ef7b6                     2   \n",
       " 2   a77e3547cf3d67c4ac4acac916df0e35                     2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                     2   \n",
       " 5   2c9e72fbdf2bd8d599eeb040770b0b48                     2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                     2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 8   537ed57d5fd222add3a0457e92ea9bdb                     2   \n",
       " 9   6f058014d3ef83122982e990dc084411                     2   \n",
       " 10  ab2fd292648338b7a8576116ff288909                     2   \n",
       " 11  6fa10ff6ea77d091528dabef14b76f2d                     2   \n",
       " 12  1534619dd0cbc81597cd4b0530f9e3f9                     2   \n",
       " 13  25a454b754ae73fd2972004574cc2f3b                     2   \n",
       " 14  24c1cab13ef9bc2e801c17c79e240538                     2   \n",
       " 15  fb94d0eef421593a509db46caffb89c7                     2   \n",
       " 16  ab2fd292648338b7a8576116ff288909                     2   \n",
       " 17  fb316ba4a4eb308e6172c091f854d35c                     2   \n",
       " 18  18f5af2ced812a43d6a9d1214a39013b                     2   \n",
       " 19  beff7093463e459a613348042573671f                     2   \n",
       " 20  37476b87b3e233679f90a7bcfdb96d0e                     2   \n",
       " 21  556085ce1cfb1ea84c7b9da341e06feb                     2   \n",
       " 22  edbe6a7c4ed9d6e5aaa70b13e477f173                     2   \n",
       " 23  d9615c119bb132bd55a0b6511a508218                     2   \n",
       " 24  bd0efb08acc7704271de52c3bc0b6279                     2   \n",
       " 25  feaaf399e43a569d29323863fa1c0b93                     2   \n",
       " 26  7b8081a6d08696bafaf1d0d00bd33fc5                     2   \n",
       " 27  53c8427ff462afc6eb206e660be18459                     2   \n",
       " 28  f66b91de2a4984d02980490a0cdf2257                     2   \n",
       " 29  d4cc4bca17cae276aefc9b4a2bd8879c                     2   \n",
       " 30  fb94d0eef421593a509db46caffb89c7                     2   \n",
       " 31  06f4df96b4c6fd1861a8485668ee84be                     2   \n",
       " 32  cdd38888643756d4ef38cb0ce6f46cd7                     2   \n",
       " 33  69edf10a357b33f7bd1f3cfaeaaa47e3                     2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                     2   \n",
       " 35  9cfdabc8878349689809d03804875792                     2   \n",
       " 36  767685575712890413dd84912f51618a                     2   \n",
       " 37  927752d28c878e66e4cd5c055e1e05ce                     2   \n",
       " 38  ecb69f58b8af2fa07bed4a56d1662c8b                     2   \n",
       " 39  73f267275bfde46ce68ea511f8a9efc5                     2   \n",
       " \n",
       "             recruiter.recruiterPhoto     comp.compName comp.compId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg              盈米基金   9954019.0   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg    卡尔蔡司光学(广州)有限公司   7977404.0   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg           辉柏嘉(中国)   8094471.0   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg              仙婷集团   8112968.0   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg    广州市新目标电子商务有限公司  13315477.0   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png          大型制药集团公司         NaN   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg            复星医药集团   7023768.0   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg              仙婷集团   8112968.0   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg  安永全球商务服务(大连)有限公司   8806497.0   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg              得意电子   7892168.0   \n",
       " 10   62e35bf252df9858ce41335203u.png             某知名公司         NaN   \n",
       " 11   63a46574fd38b10039f0b94b05u.png        文远知行WeRide   9491766.0   \n",
       " 12   628e2c897f51e2499cd1bfbf04u.jpg   某广州广告/公关/会展上市公司         NaN   \n",
       " 13   5f8fa3a6f6d1ab58476f322808u.png      某广州大型计算机软件公司         NaN   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg               丹纳赫   8506529.0   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg              曼秀雷敦   2061455.0   \n",
       " 16   62e35bf252df9858ce41335203u.png         某北京医疗器械公司         NaN   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg  广东因赛品牌营销集团股份有限公司   9146475.0   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg     广东环凯微生物科技有限公司   7932064.0   \n",
       " 19   5f8f9868f6d1ab58476f24a008u.jpg              润建股份   7863327.0   \n",
       " 20   6100c9081d756a75997a266703u.jpg         某国内大型日化公司         NaN   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg      嫚熙控股(广州)有限公司   9660700.0   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg      即能科技(广州)有限公司   9283329.0   \n",
       " 23   62f7aab56555120790d6013103u.png   某广州大型食品/饮料/酒水公司         NaN   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg              汇丰软件   2664546.0   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg             斯凯奇中国  13032765.0   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg             斯凯奇中国  13032765.0   \n",
       " 27   62a84fdfe9fa0e1ff408683002u.png       某北京医疗器械上市公司         NaN   \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg             Baidu    884492.0   \n",
       " 29   5f8f986aea60860b75384fab08u.jpg              康方生物   8275623.0   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg              曼秀雷敦   2061455.0   \n",
       " 31   637c93b834e8df2c1c647b1602u.png      某广州大型计算机软件公司         NaN   \n",
       " 32   6400c9110fa75b6cd95be96806u.png         某广州大型日化公司         NaN   \n",
       " 33   648182a39830432e905baf2d04u.png      某天津电气机械/器材公司         NaN   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg              广州百田    803274.0   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg        某国内大型快消品公司         NaN   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg     广东环凯微生物科技有限公司   7932064.0   \n",
       " 37   601baaab60c8320221e3c1d902u.png    上海汉得信息技术股份有限公司   8361671.0   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg      嫚熙控股(广州)有限公司   9660700.0   \n",
       " 39   5f8fa3bddfb13a7dee343d7608u.png      某广州电气机械/器材公司         NaN   \n",
       " \n",
       "    comp.compStage                    comp.compLogo  comp.compIndustry  \\\n",
       " 0              B轮  5e38f3e729d83a67544619cd08u.jpg           基金/证券/期货   \n",
       " 1           融资未公开  648fbf95b7732f1e292621c406u.png              批发/零售   \n",
       " 2             NaN  5fdc38169b3439706a19fd5901u.png            办公用品/设备   \n",
       " 3             NaN  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4             NaN  61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 5             已上市  60e2fe0bf3df194a3c48adb502u.png            制药/生物工程   \n",
       " 6             已上市  5bfe9d4974719d2aa34b5ab303a.png                 制药   \n",
       " 7             NaN  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 8             NaN  5bfe926374719d9f609a6a1b03a.png            其他商务服务业   \n",
       " 9             NaN  5bfe982174719df0ac995ebc03a.png        电子/半导体/集成电路   \n",
       " 10            NaN  60e2fe0bf3df194a3c48adb502u.png               IT服务   \n",
       " 11             D轮  60a497de907306298575785f03u.png               人工智能   \n",
       " 12            已上市  60e2fe0bf3df194a3c48adb502u.png           广告/公关/会展   \n",
       " 13          融资未公开  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 14            NaN  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 15            NaN  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 16           战略融资  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 17         沪深A股上市  5bfe9d9f74719d2aa34b6af203a.png           广告/公关/会展   \n",
       " 18          融资未公开  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 19         沪深A股上市  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 20          融资未公开  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 21            NaN  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 22            NaN  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 23          融资未公开  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 24             其他  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 25            NaN  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 26            NaN  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 27            已上市  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 28           美股上市  5bfe93af74719d9f609aaaef03a.png                互联网   \n",
       " 29           港股上市  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 30            NaN  555c2acba3109367c320a8c601a.png                 日化   \n",
       " 31          融资未公开  60e2fe0bf3df194a3c48adb502u.png              计算机软件   \n",
       " 32          融资未公开  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 33          融资未公开  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " 34            已上市  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 35          融资未公开  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 36          融资未公开  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 37            已上市  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 38            NaN  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 39            NaN  60e2fe0bf3df194a3c48adb502u.png            电气机械/器材   \n",
       " \n",
       "    comp.compScale                                 comp.link  \n",
       " 0        100-499人   https://www.liepin.com/company/9954019/  \n",
       " 1        500-999人   https://www.liepin.com/company/7977404/  \n",
       " 2        500-999人   https://www.liepin.com/company/8094471/  \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/  \n",
       " 4        100-499人  https://www.liepin.com/company/13315477/  \n",
       " 5        10000人以上                                            \n",
       " 6        10000人以上   https://www.liepin.com/company/7023768/  \n",
       " 7          50-99人   https://www.liepin.com/company/8112968/  \n",
       " 8        500-999人   https://www.liepin.com/company/8806497/  \n",
       " 9        10000人以上   https://www.liepin.com/company/7892168/  \n",
       " 10       100-499人                                            \n",
       " 11       100-499人   https://www.liepin.com/company/9491766/  \n",
       " 12       100-499人                                            \n",
       " 13       10000人以上                                            \n",
       " 14    5000-10000人   https://www.liepin.com/company/8506529/  \n",
       " 15       500-999人   https://www.liepin.com/company/2061455/  \n",
       " 16       100-499人                                            \n",
       " 17       100-499人   https://www.liepin.com/company/9146475/  \n",
       " 18       100-499人   https://www.liepin.com/company/7932064/  \n",
       " 19    5000-10000人   https://www.liepin.com/company/7863327/  \n",
       " 20     2000-5000人                                            \n",
       " 21     1000-2000人   https://www.liepin.com/company/9660700/  \n",
       " 22          1-49人   https://www.liepin.com/company/9283329/  \n",
       " 23       10000人以上                                            \n",
       " 24     2000-5000人   https://www.liepin.com/company/2664546/  \n",
       " 25     2000-5000人  https://www.liepin.com/company/13032765/  \n",
       " 26     2000-5000人  https://www.liepin.com/company/13032765/  \n",
       " 27       500-999人                                            \n",
       " 28       10000人以上    https://www.liepin.com/company/884492/  \n",
       " 29     2000-5000人   https://www.liepin.com/company/8275623/  \n",
       " 30       500-999人   https://www.liepin.com/company/2061455/  \n",
       " 31       10000人以上                                            \n",
       " 32       10000人以上                                            \n",
       " 33       100-499人                                            \n",
       " 34       500-999人    https://www.liepin.com/company/803274/  \n",
       " 35     2000-5000人                                            \n",
       " 36       100-499人   https://www.liepin.com/company/7932064/  \n",
       " 37       10000人以上   https://www.liepin.com/company/8361671/  \n",
       " 38     1000-2000人   https://www.liepin.com/company/9660700/  \n",
       " 39          1-49人                                            \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # post请求\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    data = r.json()\n",
    "    df = pd.json_normalize(data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43061d6b-a9f4-4a84-a8fc-cbed6f88eedc",
   "metadata": {},
   "source": [
    "# 把数据整理为表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b1f65ed-8173-4685-9772-6b3fab5a5164",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...</td>\n",
       "      <td>[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...</td>\n",
       "      <td>56376837</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>2</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>True</td>\n",
       "      <td>20230621091013</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58733143</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>True</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "      <td>办公用品/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58956493</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>True</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>False</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>57679297</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>1</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230621104001</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]</td>\n",
       "      <td>59115121</td>\n",
       "      <td>微生物检测产品经理（制药行业/双休）</td>\n",
       "      <td>2</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>False</td>\n",
       "      <td>20230606134705</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...</td>\n",
       "      <td>57403583</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>2</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>55992453</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45327891</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>False</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>电气机械/器材</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...   \n",
       "1   %7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...   \n",
       "2   %7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...   \n",
       "3   %7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...   \n",
       "4   %7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...   \n",
       "..                                                ...   \n",
       "35  %7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...   \n",
       "36  %7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...   \n",
       "37  %7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...   \n",
       "38  %7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...   \n",
       "39  %7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...   \n",
       "1   {\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...   \n",
       "2   {\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...   \n",
       "3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       "4   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       "..                                                ...   \n",
       "35  {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...   \n",
       "36  {\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "37  {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...   \n",
       "38  {\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...   \n",
       "39  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       "\n",
       "                                           job.labels job.jobId  \\\n",
       "0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837   \n",
       "1                                                  []  58733143   \n",
       "2                                                  []  58956493   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       "4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297   \n",
       "..                                                ...       ...   \n",
       "35                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       "36                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121   \n",
       "37  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583   \n",
       "38                                             [品牌策划]  55992453   \n",
       "39                                                 []  45327891   \n",
       "\n",
       "                      job.title job.jobKind  job.salary  job.advViewFlag  \\\n",
       "0              C端高级产品经理(J10043)           2  15-30k·15薪             True   \n",
       "1                          产品经理           2        薪资面议             True   \n",
       "2     Product Marketing Manager           2  18-25k·14薪             True   \n",
       "3   产品经理（化妆品原料）/Product Manager           2        薪资面议            False   \n",
       "4           产品经理Product Manager           2      20-25k            False   \n",
       "..                          ...         ...         ...              ...   \n",
       "35             Product Manager            1      25-30k            False   \n",
       "36           微生物检测产品经理（制药行业/双休）           2  15-20k·16薪            False   \n",
       "37       CRM实施顾问&项目经理PM(J12971)           2      11-22k            False   \n",
       "38                       产品策划经理           2      15-25k            False   \n",
       "39                       硬件产品经理           1  30-50k·14薪            False   \n",
       "\n",
       "   job.refreshTime  job.dq  ...  recruiter.recruiterName  \\\n",
       "0   20230621091013      广州  ...                      王先生   \n",
       "1   20230619103414      广州  ...                      李女士   \n",
       "2   20230616103702  广州-天河区  ...                      黄女士   \n",
       "3   20230621113158  广州-天河区  ...                      吴女士   \n",
       "4   20230410215438  广州-番禺区  ...                      樊女士   \n",
       "..             ...     ...  ...                      ...   \n",
       "35  20230621104001      广州  ...                      孙女士   \n",
       "36  20230606134705  广州-黄埔区  ...                      陈女士   \n",
       "37  20230329180701  广州-番禺区  ...                      俞女士   \n",
       "38  20230520104442  广州-白云区  ...                      郑先生   \n",
       "39  20230425143147  广州-海珠区  ...                      唐女士   \n",
       "\n",
       "   recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compId  \\\n",
       "0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg   9954019.0   \n",
       "1                        HR   5f8f986779c7cc70efbf36c008u.jpg   8094471.0   \n",
       "2                        HR   5f8f9865ea60860b75384fa508u.jpg   7977404.0   \n",
       "3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       "4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   \n",
       "..                      ...                               ...         ...   \n",
       "35                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg         NaN   \n",
       "36                            5f8f98648dbe6273dcf8515508u.jpg   7932064.0   \n",
       "37                       HR   601baaab60c8320221e3c1d902u.png   8361671.0   \n",
       "38                      HRM   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0   \n",
       "39                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png         NaN   \n",
       "\n",
       "   comp.compScale   comp.compName comp.compStage  \\\n",
       "0        100-499人            盈米基金             B轮   \n",
       "1        500-999人         辉柏嘉(中国)            NaN   \n",
       "2        500-999人  卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       "3          50-99人            仙婷集团            NaN   \n",
       "4        100-499人  广州市新目标电子商务有限公司            NaN   \n",
       "..            ...             ...            ...   \n",
       "35     2000-5000人      某国内大型快消品公司          融资未公开   \n",
       "36       100-499人   广东环凯微生物科技有限公司          融资未公开   \n",
       "37       10000人以上  上海汉得信息技术股份有限公司            已上市   \n",
       "38     1000-2000人    嫚熙控股(广州)有限公司            NaN   \n",
       "39          1-49人    某广州电气机械/器材公司            NaN   \n",
       "\n",
       "                      comp.compLogo                                 comp.link  \\\n",
       "0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/   \n",
       "1   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/   \n",
       "2   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/   \n",
       "3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       "4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/   \n",
       "..                              ...                                       ...   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       "36  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/   \n",
       "37  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/   \n",
       "38  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/   \n",
       "39  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       "\n",
       "   comp.compIndustry  \n",
       "0           基金/证券/期货  \n",
       "1            办公用品/设备  \n",
       "2              批发/零售  \n",
       "3             贸易/进出口  \n",
       "4               IT服务  \n",
       "..               ...  \n",
       "35                日化  \n",
       "36                制药  \n",
       "37               互联网  \n",
       "38               互联网  \n",
       "39           电气机械/器材  \n",
       "\n",
       "[840 rows x 31 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a96e830e-eddb-4c6e-8b76-74776323b036",
   "metadata": {},
   "source": [
    "## 输出为Excel表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "904ef63b-9bc5-4c62-ac1d-25f14d1d6e9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM_0510.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d2d90cd-7361-4bb8-8710-fa9f5c816941",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c0c98001-c2d6-4c47-a26e-2f69898e66c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "37070dda-e511-4166-9b75-ead281b317aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C端高级产品经理(J10043)</th>\n",
       "      <td>%7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...</td>\n",
       "      <td>[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...</td>\n",
       "      <td>56376837</td>\n",
       "      <td>2</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>True</td>\n",
       "      <td>20230621091013</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58733143</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>True</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "      <td>办公用品/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Marketing Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58956493</td>\n",
       "      <td>2</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>True</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>False</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>57679297</td>\n",
       "      <td>2</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>1</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230621104001</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药行业/双休）</th>\n",
       "      <td>%7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]</td>\n",
       "      <td>59115121</td>\n",
       "      <td>2</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>False</td>\n",
       "      <td>20230606134705</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <td>%7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...</td>\n",
       "      <td>57403583</td>\n",
       "      <td>2</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品策划经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>55992453</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>False</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硬件产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...</td>\n",
       "      <td>{\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45327891</td>\n",
       "      <td>1</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>False</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>电气机械/器材</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "C端高级产品经理(J10043)             %7B%22jobId%22%3A%2256376837%22%2C%22d_curPage...   \n",
       "产品经理                         %7B%22jobId%22%3A%2258733143%22%2C%22d_curPage...   \n",
       "Product Marketing Manager    %7B%22jobId%22%3A%2258956493%22%2C%22d_curPage...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22jobId%22%3A%2250965433%22%2C%22d_curPage...   \n",
       "产品经理Product Manager          %7B%22jobId%22%3A%2257679297%22%2C%22d_curPage...   \n",
       "...                                                                        ...   \n",
       " Product Manager             %7B%22jobId%22%3A%2245177357%22%2C%22d_curPage...   \n",
       "微生物检测产品经理（制药行业/双休）           %7B%22jobId%22%3A%2259115121%22%2C%22d_curPage...   \n",
       "CRM实施顾问&项目经理PM(J12971)       %7B%22jobId%22%3A%2257403583%22%2C%22d_curPage...   \n",
       "产品策划经理                       %7B%22jobId%22%3A%2255992453%22%2C%22d_curPage...   \n",
       "硬件产品经理                       %7B%22jobId%22%3A%2245327891%22%2C%22d_curPage...   \n",
       "\n",
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "C端高级产品经理(J10043)             {\"jobId\":\"56376837\",\"userId\":\"4e54ac2e3b974628...   \n",
       "产品经理                         {\"jobId\":\"58733143\",\"userId\":\"32232aca46ec9ae7...   \n",
       "Product Marketing Manager    {\"jobId\":\"58956493\",\"userId\":\"df48f523e5944ace...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       "产品经理Product Manager          {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       "...                                                                        ...   \n",
       " Product Manager             {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...   \n",
       "微生物检测产品经理（制药行业/双休）           {\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "CRM实施顾问&项目经理PM(J12971)       {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...   \n",
       "产品策划经理                       {\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"job...   \n",
       "硬件产品经理                       {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "C端高级产品经理(J10043)             [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...   \n",
       "产品经理                                                                        []   \n",
       "Product Marketing Manager                                                   []   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "产品经理Product Manager               [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       "...                                                                        ...   \n",
       " Product Manager                                            [市场营销, 产品管理, 产品开发]   \n",
       "微生物检测产品经理（制药行业/双休）                                [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]   \n",
       "CRM实施顾问&项目经理PM(J12971)       [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...   \n",
       "产品策划经理                                                                  [品牌策划]   \n",
       "硬件产品经理                                                                      []   \n",
       "\n",
       "                            job.jobId job.jobKind  job.salary  \\\n",
       "job.title                                                       \n",
       "C端高级产品经理(J10043)             56376837           2  15-30k·15薪   \n",
       "产品经理                         58733143           2        薪资面议   \n",
       "Product Marketing Manager    58956493           2  18-25k·14薪   \n",
       "产品经理（化妆品原料）/Product Manager  50965433           2        薪资面议   \n",
       "产品经理Product Manager          57679297           2      20-25k   \n",
       "...                               ...         ...         ...   \n",
       " Product Manager             45177357           1      25-30k   \n",
       "微生物检测产品经理（制药行业/双休）           59115121           2  15-20k·16薪   \n",
       "CRM实施顾问&项目经理PM(J12971)       57403583           2      11-22k   \n",
       "产品策划经理                       55992453           2      15-25k   \n",
       "硬件产品经理                       45327891           1  30-50k·14薪   \n",
       "\n",
       "                             job.advViewFlag job.refreshTime  job.dq  \\\n",
       "job.title                                                              \n",
       "C端高级产品经理(J10043)                        True  20230621091013      广州   \n",
       "产品经理                                    True  20230619103414      广州   \n",
       "Product Marketing Manager               True  20230616103702  广州-天河区   \n",
       "产品经理（化妆品原料）/Product Manager            False  20230621113158  广州-天河区   \n",
       "产品经理Product Manager                    False  20230410215438  广州-番禺区   \n",
       "...                                      ...             ...     ...   \n",
       " Product Manager                       False  20230621104001      广州   \n",
       "微生物检测产品经理（制药行业/双休）                     False  20230606134705  广州-黄埔区   \n",
       "CRM实施顾问&项目经理PM(J12971)                 False  20230329180701  广州-番禺区   \n",
       "产品策划经理                                 False  20230520104442  广州-白云区   \n",
       "硬件产品经理                                 False  20230425143147  广州-海珠区   \n",
       "\n",
       "                             job.topJob  ... recruiter.recruiterName  \\\n",
       "job.title                                ...                           \n",
       "C端高级产品经理(J10043)                   True  ...                     王先生   \n",
       "产品经理                               True  ...                     李女士   \n",
       "Product Marketing Manager          True  ...                     黄女士   \n",
       "产品经理（化妆品原料）/Product Manager       False  ...                     吴女士   \n",
       "产品经理Product Manager               False  ...                     樊女士   \n",
       "...                                 ...  ...                     ...   \n",
       " Product Manager                  False  ...                     孙女士   \n",
       "微生物检测产品经理（制药行业/双休）                False  ...                     陈女士   \n",
       "CRM实施顾问&项目经理PM(J12971)            False  ...                     俞女士   \n",
       "产品策划经理                            False  ...                     郑先生   \n",
       "硬件产品经理                            False  ...                     唐女士   \n",
       "\n",
       "                            recruiter.recruiterTitle  \\\n",
       "job.title                                              \n",
       "C端高级产品经理(J10043)                        人力资源伙伴(HRBP)   \n",
       "产品经理                                              HR   \n",
       "Product Marketing Manager                         HR   \n",
       "产品经理（化妆品原料）/Product Manager               HR Officer   \n",
       "产品经理Product Manager                              HRM   \n",
       "...                                              ...   \n",
       " Product Manager                                猎头顾问   \n",
       "微生物检测产品经理（制药行业/双休）                                     \n",
       "CRM实施顾问&项目经理PM(J12971)                            HR   \n",
       "产品策划经理                                           HRM   \n",
       "硬件产品经理                                          猎头顾问   \n",
       "\n",
       "                                     recruiter.recruiterPhoto comp.compId  \\\n",
       "job.title                                                                   \n",
       "C端高级产品经理(J10043)              5f8f986aea60860b75384fab08u.jpg   9954019.0   \n",
       "产品经理                          5f8f986779c7cc70efbf36c008u.jpg   8094471.0   \n",
       "Product Marketing Manager     5f8f9865ea60860b75384fa508u.jpg   7977404.0   \n",
       "产品经理（化妆品原料）/Product Manager   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       "产品经理Product Manager           5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   \n",
       "...                                                       ...         ...   \n",
       " Product Manager             6321be3095ee1c04143439eb01u.jpeg         NaN   \n",
       "微生物检测产品经理（制药行业/双休）            5f8f98648dbe6273dcf8515508u.jpg   7932064.0   \n",
       "CRM实施顾问&项目经理PM(J12971)        601baaab60c8320221e3c1d902u.png   8361671.0   \n",
       "产品策划经理                        5f8f9868f6d1ab58476f24a008u.jpg   9660700.0   \n",
       "硬件产品经理                        5f8fa3bddfb13a7dee343d7608u.png         NaN   \n",
       "\n",
       "                            comp.compScale   comp.compName comp.compStage  \\\n",
       "job.title                                                                   \n",
       "C端高级产品经理(J10043)                  100-499人            盈米基金             B轮   \n",
       "产品经理                              500-999人         辉柏嘉(中国)            NaN   \n",
       "Product Marketing Manager         500-999人  卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       "产品经理（化妆品原料）/Product Manager         50-99人            仙婷集团            NaN   \n",
       "产品经理Product Manager               100-499人  广州市新目标电子商务有限公司            NaN   \n",
       "...                                    ...             ...            ...   \n",
       " Product Manager                2000-5000人      某国内大型快消品公司          融资未公开   \n",
       "微生物检测产品经理（制药行业/双休）                100-499人   广东环凯微生物科技有限公司          融资未公开   \n",
       "CRM实施顾问&项目经理PM(J12971)            10000人以上  上海汉得信息技术股份有限公司            已上市   \n",
       "产品策划经理                          1000-2000人    嫚熙控股(广州)有限公司            NaN   \n",
       "硬件产品经理                               1-49人    某广州电气机械/器材公司            NaN   \n",
       "\n",
       "                                               comp.compLogo  \\\n",
       "job.title                                                      \n",
       "C端高级产品经理(J10043)             5e38f3e729d83a67544619cd08u.jpg   \n",
       "产品经理                         5fdc38169b3439706a19fd5901u.png   \n",
       "Product Marketing Manager    648fbf95b7732f1e292621c406u.png   \n",
       "产品经理（化妆品原料）/Product Manager  6274ee6d04a5ff469b10880402u.png   \n",
       "产品经理Product Manager          61b07937d0458d53c627567e02u.jpg   \n",
       "...                                                      ...   \n",
       " Product Manager             60e2fe0bf3df194a3c48adb502u.png   \n",
       "微生物检测产品经理（制药行业/双休）           5bfe8edd74719d35745a548603a.png   \n",
       "CRM实施顾问&项目经理PM(J12971)       5ed700f4ec4db462f82e4ddf01u.png   \n",
       "产品策划经理                       5f30a76e556e7a7b1280cc3006u.png   \n",
       "硬件产品经理                       60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "C端高级产品经理(J10043)              https://www.liepin.com/company/9954019/   \n",
       "产品经理                          https://www.liepin.com/company/8094471/   \n",
       "Product Marketing Manager     https://www.liepin.com/company/7977404/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "产品经理Product Manager          https://www.liepin.com/company/13315477/   \n",
       "...                                                               ...   \n",
       " Product Manager                                                        \n",
       "微生物检测产品经理（制药行业/双休）            https://www.liepin.com/company/7932064/   \n",
       "CRM实施顾问&项目经理PM(J12971)        https://www.liepin.com/company/8361671/   \n",
       "产品策划经理                        https://www.liepin.com/company/9660700/   \n",
       "硬件产品经理                                                                  \n",
       "\n",
       "                             comp.compIndustry  \n",
       "job.title                                       \n",
       "C端高级产品经理(J10043)                      基金/证券/期货  \n",
       "产品经理                                   办公用品/设备  \n",
       "Product Marketing Manager                批发/零售  \n",
       "产品经理（化妆品原料）/Product Manager             贸易/进出口  \n",
       "产品经理Product Manager                       IT服务  \n",
       "...                                        ...  \n",
       " Product Manager                            日化  \n",
       "微生物检测产品经理（制药行业/双休）                          制药  \n",
       "CRM实施顾问&项目经理PM(J12971)                     互联网  \n",
       "产品策划经理                                     互联网  \n",
       "硬件产品经理                                 电气机械/器材  \n",
       "\n",
       "[840 rows x 30 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53ae1781-4fc1-44f6-8747-4b3e6a9ac0ce",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6ee30bd-4740-40c7-b549-bb97c7cf7702",
   "metadata": {},
   "source": [
    "## title分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "88b4a050-ab51-4c26-ac9d-9dd1bff7c5e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>日化</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>微生物检测产品经理（制药行业/双休）</td>\n",
       "      <td>[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>制药</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0               C端高级产品经理(J10043)   \n",
       "1                           产品经理   \n",
       "2      Product Marketing Manager   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4            产品经理Product Manager   \n",
       "..                           ...   \n",
       "835             Product Manager    \n",
       "836           微生物检测产品经理（制药行业/双休）   \n",
       "837       CRM实施顾问&项目经理PM(J12971)   \n",
       "838                       产品策划经理   \n",
       "839                       硬件产品经理   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0    [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  15-30k·15薪      广州   \n",
       "1                                                   []        薪资面议      广州   \n",
       "2                                                   []  18-25k·14薪  广州-天河区   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4         [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]      20-25k  广州-番禺区   \n",
       "..                                                 ...         ...     ...   \n",
       "835                                 [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       "836                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  15-20k·16薪  广州-黄埔区   \n",
       "837  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...      11-22k  广州-番禺区   \n",
       "838                                             [品牌策划]      15-25k  广州-白云区   \n",
       "839                                                 []  30-50k·14薪  广州-海珠区   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    本科                 3-5年          基金/证券/期货   \n",
       "1                  统招本科                5-10年           办公用品/设备   \n",
       "2                    硕士                5-10年             批发/零售   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                    本科                 3-5年              IT服务   \n",
       "..                  ...                  ...               ...   \n",
       "835               本科及以上                 1-3年                日化   \n",
       "836                统招本科                5-10年                制药   \n",
       "837                  本科                 3-5年               互联网   \n",
       "838                  本科                5-10年               互联网   \n",
       "839               本科及以上                5-10年           电气机械/器材   \n",
       "\n",
       "      comp.compName comp.compScale  \n",
       "0              盈米基金       100-499人  \n",
       "1           辉柏嘉(中国)       500-999人  \n",
       "2    卡尔蔡司光学(广州)有限公司       500-999人  \n",
       "3              仙婷集团         50-99人  \n",
       "4    广州市新目标电子商务有限公司       100-499人  \n",
       "..              ...            ...  \n",
       "835      某国内大型快消品公司     2000-5000人  \n",
       "836   广东环凯微生物科技有限公司       100-499人  \n",
       "837  上海汉得信息技术股份有限公司       10000人以上  \n",
       "838    嫚熙控股(广州)有限公司     1000-2000人  \n",
       "839    某广州电气机械/器材公司          1-49人  \n",
       "\n",
       "[840 rows x 9 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "732fc61b-6356-4974-ad2e-c68ce52afe71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            71\n",
       "eWMS Product Manager                            42\n",
       "产品策划经理                                          42\n",
       "Senior Product Manager                          21\n",
       "数码产品经理                                          21\n",
       "产品经理-产品企划（鞋类）(J13091)                           21\n",
       "产品经理-产品企划(J13606)                               21\n",
       "市场经理/产品经理                                       21\n",
       "医药产品经理                                          21\n",
       "C端高级产品经理(J10043)                                21\n",
       " Product Manager                                21\n",
       "游戏高级美术PM（大厂正编）                                  21\n",
       "CRM实施顾问&项目经理PM(J12971)                          21\n",
       "微生物检测产品经理（制药行业/双休）                              21\n",
       "硬件产品经理                                          21\n",
       "项目发行PM（二次元） (MJ000855)                          21\n",
       "百度云工业AI质检业务运营产品经理(J58857)                       21\n",
       "产品经理（工业消洗产品）                                    21\n",
       "Assistant Product Manager / Product Manager     21\n",
       "自动驾驶（硬件）产品经理                                    21\n",
       "Product Marketing Manager                       21\n",
       "产品经理（化妆品原料）/Product Manager                     21\n",
       "产品经理Product Manager                             21\n",
       "产品经理PM（化药针剂）                                    21\n",
       "产品经理（企业数字化转型）                                   21\n",
       "助理产品经理（化妆品原料）/APM                               21\n",
       "神外产品销售经理 Product Sales Manager                  21\n",
       "项目管理PM(广州)                                      21\n",
       "高级产品PM（ARPG）                                    21\n",
       "AI营销产品经理                                        21\n",
       "Automation Product Manager                      21\n",
       "Assistant Product Manager / Product Manager     21\n",
       "AIGC营销产品经理                                      21\n",
       "活动PM                                            13\n",
       "数字营销PM                                          13\n",
       "游戏PM                                            13\n",
       "企业产品经理（Microsoft 365）                            8\n",
       "product manager                                  8\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_分析['job.title'].value_counts()\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "71eadc64-eb7f-4fe9-b980-a0af116113ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            71\n",
       "eWMS Product Manager                            42\n",
       "产品策划经理                                          42\n",
       "Senior Product Manager                          21\n",
       "数码产品经理                                          21\n",
       "产品经理-产品企划（鞋类）(J13091)                           21\n",
       "产品经理-产品企划(J13606)                               21\n",
       "市场经理/产品经理                                       21\n",
       "医药产品经理                                          21\n",
       "C端高级产品经理(J10043)                                21\n",
       " Product Manager                                21\n",
       "游戏高级美术PM（大厂正编）                                  21\n",
       "CRM实施顾问&项目经理PM(J12971)                          21\n",
       "微生物检测产品经理（制药行业/双休）                              21\n",
       "硬件产品经理                                          21\n",
       "项目发行PM（二次元） (MJ000855)                          21\n",
       "百度云工业AI质检业务运营产品经理(J58857)                       21\n",
       "产品经理（工业消洗产品）                                    21\n",
       "Assistant Product Manager / Product Manager     21\n",
       "自动驾驶（硬件）产品经理                                    21\n",
       "Product Marketing Manager                       21\n",
       "产品经理（化妆品原料）/Product Manager                     21\n",
       "产品经理Product Manager                             21\n",
       "产品经理PM（化药针剂）                                    21\n",
       "产品经理（企业数字化转型）                                   21\n",
       "助理产品经理（化妆品原料）/APM                               21\n",
       "神外产品销售经理 Product Sales Manager                  21\n",
       "项目管理PM(广州)                                      21\n",
       "高级产品PM（ARPG）                                    21\n",
       "AI营销产品经理                                        21\n",
       "Automation Product Manager                      21\n",
       "Assistant Product Manager / Product Manager     21\n",
       "AIGC营销产品经理                                      21\n",
       "活动PM                                            13\n",
       "数字营销PM                                          13\n",
       "游戏PM                                            13\n",
       "企业产品经理（Microsoft 365）                            8\n",
       "product manager                                  8\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_title[df_产品经理_title>2]\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1e02d712-d49e-4e09-9b6f-418bf5c7c732",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " 'eWMS Product Manager',\n",
       " '产品策划经理',\n",
       " 'Senior Product Manager',\n",
       " '数码产品经理',\n",
       " '产品经理-产品企划（鞋类）(J13091)',\n",
       " '产品经理-产品企划(J13606)',\n",
       " '市场经理/产品经理',\n",
       " '医药产品经理',\n",
       " 'C端高级产品经理(J10043)',\n",
       " ' Product Manager ',\n",
       " '游戏高级美术PM（大厂正编）',\n",
       " 'CRM实施顾问&项目经理PM(J12971)',\n",
       " '微生物检测产品经理（制药行业/双休）',\n",
       " '硬件产品经理',\n",
       " '项目发行PM（二次元） (MJ000855)',\n",
       " '百度云工业AI质检业务运营产品经理(J58857)',\n",
       " '产品经理（工业消洗产品）',\n",
       " 'Assistant Product Manager / Product Manager ',\n",
       " '自动驾驶（硬件）产品经理',\n",
       " 'Product Marketing Manager',\n",
       " '产品经理（化妆品原料）/Product Manager',\n",
       " '产品经理Product Manager',\n",
       " '产品经理PM（化药针剂）',\n",
       " '产品经理（企业数字化转型）',\n",
       " '助理产品经理（化妆品原料）/APM',\n",
       " '神外产品销售经理 Product Sales Manager',\n",
       " '项目管理PM(广州)',\n",
       " '高级产品PM（ARPG）',\n",
       " 'AI营销产品经理',\n",
       " 'Automation Product Manager',\n",
       " 'Assistant Product Manager / Product Manager',\n",
       " 'AIGC营销产品经理',\n",
       " '活动PM',\n",
       " '数字营销PM',\n",
       " '游戏PM',\n",
       " '企业产品经理（Microsoft 365）',\n",
       " 'product manager']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title.index.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbc91785-5003-4ef7-a289-9a7fc66fe031",
   "metadata": {},
   "source": [
    "## 岗位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e8d3a101-2928-4f41-9d40-d1a1d5ee26d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                      273\n",
       "[to C]                                                                   42\n",
       "[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to C, to B, 产品设计, 移动端产品]      21\n",
       "[化妆品, 消费品, 产品开发]                                                         21\n",
       "[产品优化, 二次元在研, 项目管理]                                                      21\n",
       "[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]                                             21\n",
       "[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, IT/互联网/软件, 化工行业, CRM系统]     21\n",
       "[游戏产品, MMO游戏]                                                            21\n",
       "[市场营销, 产品管理, 产品开发]                                                       21\n",
       "[品牌策划]                                                                   21\n",
       "[泌尿外科]                                                                   21\n",
       "[医院器械]                                                                   21\n",
       "[商品管理, 产品企划, 商品运营]                                                       21\n",
       "[产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]                                             21\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    21\n",
       "[策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品设计, 数据挖掘, 数据分析]            21\n",
       "[AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G, 产品规划, 产品设计, 需求分析]        21\n",
       "[产品设计, AI人工智能产品]                                                         21\n",
       "[游戏行业]                                                                   21\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 交互设计, 产品规划]                 21\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  21\n",
       "[神外, 医生]                                                                 21\n",
       "[中央市场产品经理经验, 区域推广经验]                                                     21\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]                             21\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           21\n",
       "[to B, to G]                                                             16\n",
       "[增长产品]                                                                   13\n",
       "[数据分析]                                                                   13\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79d2aa3c-de06-452e-b074-7c021db39249",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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